{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "22c530cf",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> 主讲：许智超 </font>\n",
    "\n",
    "<font color=gray size=4> week04:数据获取-数据批量化存储 </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7cdb701",
   "metadata": {},
   "source": [
    "-----\n",
    "# 上周回顾\n",
    "\n",
    "* 核心模块体验(Pandas)\n",
    "\n",
    "## [Requests-HTML]\n",
    "\n",
    "### Requests-HTML体验\n",
    "\n",
    "\n",
    "### 体验项目二：获取页面文本\n",
    "### 体验项目三：获取页面图片\n",
    "\n",
    "\n",
    "-------\n",
    "\n",
    "\n",
    "# 本周内容\n",
    "\n",
    "## 数据整理\n",
    "> 1. 创建表数据结构\n",
    "> 1. 检查数据基本特征\n",
    "## 数据挖掘\n",
    "> 1. 数据分析\n",
    "> 1. 数据结论\n",
    "## 数据存储\n",
    "> 1. 批量化导出数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a9cc244",
   "metadata": {},
   "source": [
    "# 链家实践"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a1d49013",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "url = \"https://gz.lianjia.com/ershoufang/haizhu/rs%E6%B5%B7%E7%8F%A0%E5%8C%BA/\"\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.get(url)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ed1f34af",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['沙园站，南向房出阳台，低层马赛克必看好房', '沙园 - 沙园', '2室1厅 | 44.38平米 | 南 | 毛坯 | 中楼层(共6层) | 2002年建 | 板楼', '0人关注 / 6天以前发布', 'VR看装修房本满五年随时看房', '145万', '32,673元/平']\n",
      "['证过五年税费低 小区环境宁静舒适 小户型 江南西商圈必看好房', '杏园小区 - 宝岗', '2室1厅 | 48.12平米 | 南 | 其他 | 低楼层(共8层) | 1990年建 | 塔楼', '1人关注 / 4天以前发布', 'VR看装修房本满五年随时看房', '230万', '47,798元/平']\n",
      "['框架结构安静五一社区便利沙园商圈必看好房', '五一新村 - 沙园', '2室1厅 | 60平米 | 东 东南 南 | 简装 | 中楼层(共6层) | 1999年建 | 板楼', '1人关注 / 5天以前发布', '近地铁VR看装修房本满五年随时看房', '228万', '38,000元/平']\n",
      "['愉景南苑 东南向 望花园 少有放盘必看好房', '愉景南苑 - 新港西', '3室1厅 | 113.67平米 | 东南 | 简装 | 中楼层(共12层) | 2002年建 | 塔楼', '5人关注 / 22天以前发布', '近地铁VR房源房本满五年随时看房', '739万', '65,013元/平']\n",
      "['刚需电梯两房 保养新净 采光好 视野开阔必看好房', '侨诚花园 - 东晓南', '2室2厅 | 60.06平米 | 西北 | 精装 | 中楼层(共15层) | 2000年建 | 塔楼', '2人关注 / 6天以前发布', 'VR看装修房本满两年随时看房', '268万', '44,623元/平']\n",
      "['电梯两房满五唯一宝玉直业主诚心卖十天过后就涨必看好房', '恒龙苑 - 宝岗', '2室1厅 | 87.75平米 | 东 东南 | 简装 | 中楼层(共31层) | 1998年建 | 塔楼', '0人关注 / 13天以前发布', 'VR看装修房本满五年随时看房', '353万', '40,228元/平']\n",
      "['电梯两房 方正实用，光线明亮，证够5年。必看好房', '凤安花园 - 工业大道北', '2室1厅 | 74.99平米 | 西北 | 精装 | 高楼层(共9层) | 2001年建 | 塔楼', '1人关注 / 9天以前发布', '近地铁VR房源房本满五年随时看房', '270万', '36,005元/平']\n",
      "['江南西路 3室1厅 南 北必看好房', '江南西路 - 江南西', '3室1厅 | 79.04平米 | 南 北 | 简装 | 中楼层(共8层) | 塔楼', '0人关注 / 5天以前发布', 'VR房源房本满五年随时看房', '315万', '39,854元/平']\n",
      "['南北对流，通风采光好，使用率高，视野开阔必看好房', '海琴湾宜利苑 - 滨江东', '3室2厅 | 75.58平米 | 南 东 | 简装 | 高楼层(共9层) | 2000年建 | 塔楼', '1人关注 / 13天以前发布', '近地铁VR看装修房本满五年随时看房', '342万', '45,251元/平']\n",
      "['客村地铁 南向实用两房 业主诚意放卖 满五年必看好房', '鸿运花园 - 客村', '2室1厅 | 68平米 | 东南 | 简装 | 高楼层(共8层) | 1995年建 | 塔楼', '2人关注 / 7天以前发布', '近地铁VR房源房本满五年随时看房', '260万', '38,236元/平']\n",
      "['同福壹小隔离 大院管理 光猛电梯三房 犀有房源必看好房', '广东化建大院 - 同福', '3室2厅 | 102.32平米 | 东南 | 简装 | 中楼层(共8层) | 塔楼', '1人关注 / 11天以前发布', '近地铁VR房源房本满五年随时看房', '352万', '34,402元/平']\n",
      "['怡雅苑小区 电梯三房 带泳池 间隔方正必看好房', '怡雅苑(海珠) - 宝岗', '3室2厅 | 105.02平米 | 南 | 简装 | 中楼层(共16层) | 1999年建 | 塔楼', '1人关注 / 8天以前发布', '近地铁VR看装修房本满五年随时看房', '418万', '39,802元/平']\n",
      "['鹭江翻新小区 近地铁方正大两房 满五年唯一免重税必看好房', '群星苑 - 新港西', '2室2厅 | 77.29平米 | 东 北 | 简装 | 高楼层(共9层) | 1997年建 | 塔楼', '0人关注 / 4天以前发布', '近地铁VR看装修房本满五年随时看房', '216万', '27,947元/平']\n",
      "['手表厂宿舍 加装电梯 证满五年 近江边地铁必看好房', '广州手表厂宿舍 - 新港西', '2室1厅 | 62.87平米 | 东南 | 简装 | 低楼层(共8层) | 1993年建 | 塔楼', '1人关注 / 11天以前发布', '近地铁VR房源房本满五年随时看房', '215万', '34,198元/平']\n",
      "['打捞局宿舍 电梯精装修三房 带省壹级必看好房', '万寿路 - 前进路', '2室2厅 | 78.14平米 | 东 | 精装 | 低楼层(共9层) | 1994年建 | 塔楼', '1人关注 / 8天以前发布', 'VR看装修房本满两年随时看房', '278万', '35,578元/平']\n",
      "['此房满五年 近地铁 楼下环境好 双阳台', '前进路(海珠) - 前进路', '2室1厅 | 70.09平米 | 东南 | 简装 | 低楼层(共8层) | 塔楼', '3人关注 / 5天以前发布', '近地铁VR看装修房本满两年随时看房', '230万', '32,815元/平']\n",
      "['愉景雅苑 3室2厅 北必看好房', '愉景雅苑 - 新港西', '3室2厅 | 99.79平米 | 北 | 简装 | 中楼层(共14层) | 2000年建 | 塔楼', '0人关注 / 9天以前发布', '近地铁VR看装修房本满五年随时看房', '630万', '63,133元/平']\n",
      "['近市二宫地铁口，原装电梯，户型方正实用必看好房', '中广大厦 - 江南大道中', '2室1厅 | 65.32平米 | 西南 | 其他 | 低楼层(共27层) | 1998年建 | 塔楼', '0人关注 / 4天以前发布', '近地铁VR看装修房本满五年随时看房', '205万', '31,384元/平']\n",
      "['穗花 中楼层三居景观好 满五唯一 全屋定制优质装修', '穗花新村 - 昌岗', '3室2厅 | 61.39平米 | 南 北 | 精装 | 中楼层(共10层) | 1995年建 | 塔楼', '0人关注 / 5天以前发布', '近地铁VR看装修房本满五年随时看房', '318万', '51,800元/平']\n",
      "['此房满五非唯一，位于南洲花苑东区中楼层小区封闭管理必看好房', '南洲花苑东区 - 南洲', '2室2厅 | 79.7平米 | 西南 | 简装 | 低楼层(共9层) | 1993年建 | 塔楼', '1人关注 / 8天以前发布', 'VR看装修房本满五年', '208万', '26,098元/平']\n",
      "['半岛 满五唯一 3房2卫 东南向 采光通风装修好', '海珠半岛花园 - 滨江东', '3室2厅 | 89.94平米 | 东南 南 | 精装 | 31层 | 1997年建 | 塔楼', '0人关注 / 6天以前发布', 'VR房源房本满五年', '586万', '65,155元/平']\n",
      "['满五年唯一 恒鑫东和湾 滨江东2008年楼龄 东南向推荐必看好房', '恒鑫东和湾 - 滨江东', '3室1厅 | 124.27平米 | 东南 | 精装 | 中楼层(共30层) | 2008年建 | 塔楼', '2人关注 / 28天以前发布', '近地铁VR房源房本满五年', '850万', '68,400元/平']\n",
      "['业主急卖 电梯中层两房 滨江东海天花苑小区 过五唯一必看好房', '海天花苑 - 滨江东', '2室1厅 | 70.85平米 | 西 | 简装 | 中楼层(共35层) | 2004年建 | 塔楼', '3人关注 / 30天以前发布', '近地铁VR房源房本满五年随时看房', '305万', '43,049元/平']\n",
      "['革新路 3室2厅 南 北', '革新路 - 工业大道北', '3室2厅 | 92.47平米 | 南 北 | 其他 | 高楼层(共9层) | 1986年建 | 板楼', '1人关注 / 24天以前发布', '近地铁VR看装修房本满五年随时看房', '268万', '28,983元/平']\n",
      "['保利花园(海珠) 3室1厅 南必看好房', '保利花园(海珠) - 工业大道中', '3室1厅 | 100.55平米 | 南 | 精装 | 中楼层(共11层) | 2000年建 | 板楼', '4人关注 / 24天以前发布', '近地铁VR看装修房本满五年随时看房', '560万', '55,694元/平']\n",
      "['金沙花园正规两房，满5年免重税，景观好。必看好房', '金沙花园(海珠区) - 工业大道北', '2室1厅 | 71.69平米 | 东北 | 简装 | 中楼层(共9层) | 1997年建 | 塔楼', '3人关注 / 22天以前发布', '近地铁VR看装修房本满五年随时看房', '335万', '46,729元/平']\n",
      "['中大旁，地铁出口，满五精装，采光通风好，拎包入住必看好房', '富景花园 - 新港西', '3室1厅 | 103.23平米 | 东北 | 精装 | 低楼层(共32层) | 2003年建 | 塔楼', '1人关注 / 18天以前发布', '近地铁VR看装修房本满五年随时看房', '445万', '43,108元/平']\n",
      "['梅园南小区大两房沙园，凤凰新村双地铁通风采光好必看好房', '梅园南路 - 工业大道北', '2室1厅 | 69.88平米 | 东南 | 简装 | 中楼层(共9层) | 塔楼', '2人关注 / 23天以前发布', '近地铁VR看装修房本满五年随时看房', '185万', '26,474元/平']\n",
      "['凤凰新村 电梯三房 格局方正 看房约起必看好房', '凤凰新村 - 工业大道北', '3室1厅 | 67.21平米 | 南 | 简装 | 高楼层(共7层) | 2000年建 | 塔楼', '2人关注 / 26天以前发布', '近地铁VR看装修房本满五年随时看房', '240万', '35,709元/平']\n",
      "['大两房 安静望花园 格局好 房大厅大必看好房', '鸣翠花园 - 工业大道南', '2室1厅 | 80.51平米 | 北 | 简装 | 中楼层(共11层) | 2006年建 | 塔楼', '3人关注 / 29天以前发布', 'VR看装修房本满五年随时看房', '400万', '49,684元/平']\n"
     ]
    }
   ],
   "source": [
    "sel = 'div.info.clear'\n",
    "content_datas = r.html.find(sel)\n",
    "title = []\n",
    "\n",
    "for content in content_datas:\n",
    "    print(content.text.split('\\n'))    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6bf8ff2",
   "metadata": {},
   "source": [
    "# 第一种思维，先拆分，后整合（编程思维）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de8b3422",
   "metadata": {},
   "source": [
    "## 一个页面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0c138e36",
   "metadata": {},
   "outputs": [],
   "source": [
    "sel = 'div.info.clear'\n",
    "content_datas = r.html.find(sel)\n",
    "title = []\n",
    "location = []\n",
    "items = []\n",
    "date = []\n",
    "price = []\n",
    "unit_price = []\n",
    "for content in content_datas:\n",
    "    content_list = content.text.split('\\n')\n",
    "#     print(content_list)\n",
    "    title.append(content_list[0])\n",
    "    location.append(content_list[1])\n",
    "    items.append(content_list[2])\n",
    "    date.append(content_list[3])\n",
    "    price.append(content_list[5])\n",
    "    unit_price.append(content_list[6])\n",
    "# print( content.text.split('\\n'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "202e7bc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['沙园站，南向房出阳台，低层马赛克必看好房',\n",
       " '证过五年税费低 小区环境宁静舒适 小户型 江南西商圈必看好房',\n",
       " '框架结构安静五一社区便利沙园商圈必看好房',\n",
       " '愉景南苑 东南向 望花园 少有放盘必看好房',\n",
       " '刚需电梯两房 保养新净 采光好 视野开阔必看好房',\n",
       " '电梯两房满五唯一宝玉直业主诚心卖十天过后就涨必看好房',\n",
       " '电梯两房 方正实用，光线明亮，证够5年。必看好房',\n",
       " '江南西路 3室1厅 南 北必看好房',\n",
       " '南北对流，通风采光好，使用率高，视野开阔必看好房',\n",
       " '客村地铁 南向实用两房 业主诚意放卖 满五年必看好房',\n",
       " '同福壹小隔离 大院管理 光猛电梯三房 犀有房源必看好房',\n",
       " '怡雅苑小区 电梯三房 带泳池 间隔方正必看好房',\n",
       " '鹭江翻新小区 近地铁方正大两房 满五年唯一免重税必看好房',\n",
       " '手表厂宿舍 加装电梯 证满五年 近江边地铁必看好房',\n",
       " '打捞局宿舍 电梯精装修三房 带省壹级必看好房',\n",
       " '此房满五年 近地铁 楼下环境好 双阳台',\n",
       " '愉景雅苑 3室2厅 北必看好房',\n",
       " '近市二宫地铁口，原装电梯，户型方正实用必看好房',\n",
       " '穗花 中楼层三居景观好 满五唯一 全屋定制优质装修',\n",
       " '此房满五非唯一，位于南洲花苑东区中楼层小区封闭管理必看好房',\n",
       " '半岛 满五唯一 3房2卫 东南向 采光通风装修好',\n",
       " '满五年唯一 恒鑫东和湾 滨江东2008年楼龄 东南向推荐必看好房',\n",
       " '业主急卖 电梯中层两房 滨江东海天花苑小区 过五唯一必看好房',\n",
       " '革新路 3室2厅 南 北',\n",
       " '保利花园(海珠) 3室1厅 南必看好房',\n",
       " '金沙花园正规两房，满5年免重税，景观好。必看好房',\n",
       " '中大旁，地铁出口，满五精装，采光通风好，拎包入住必看好房',\n",
       " '梅园南小区大两房沙园，凤凰新村双地铁通风采光好必看好房',\n",
       " '凤凰新村 电梯三房 格局方正 看房约起必看好房',\n",
       " '大两房 安静望花园 格局好 房大厅大必看好房']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "53684c96",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fd254e3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(\n",
    "    data = {\n",
    "        'title': title, \n",
    "        'location':location,\n",
    "        'items': items,\n",
    "        'date': date,\n",
    "        'price': price,\n",
    "        'unit_price': unit_price,\n",
    "    },\n",
    "    index = [i for i in range(len(title))]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5cf280fc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>location</th>\n",
       "      <th>items</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>unit_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>沙园站，南向房出阳台，低层马赛克必看好房</td>\n",
       "      <td>沙园 - 沙园</td>\n",
       "      <td>2室1厅 | 44.38平米 | 南 | 毛坯 | 中楼层(共6层) | 2002年建 | 板楼</td>\n",
       "      <td>0人关注 / 6天以前发布</td>\n",
       "      <td>145万</td>\n",
       "      <td>32,673元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>证过五年税费低 小区环境宁静舒适 小户型 江南西商圈必看好房</td>\n",
       "      <td>杏园小区 - 宝岗</td>\n",
       "      <td>2室1厅 | 48.12平米 | 南 | 其他 | 低楼层(共8层) | 1990年建 | 塔楼</td>\n",
       "      <td>1人关注 / 4天以前发布</td>\n",
       "      <td>230万</td>\n",
       "      <td>47,798元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>框架结构安静五一社区便利沙园商圈必看好房</td>\n",
       "      <td>五一新村 - 沙园</td>\n",
       "      <td>2室1厅 | 60平米 | 东 东南 南 | 简装 | 中楼层(共6层) | 1999年建 ...</td>\n",
       "      <td>1人关注 / 5天以前发布</td>\n",
       "      <td>228万</td>\n",
       "      <td>38,000元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>愉景南苑 东南向 望花园 少有放盘必看好房</td>\n",
       "      <td>愉景南苑 - 新港西</td>\n",
       "      <td>3室1厅 | 113.67平米 | 东南 | 简装 | 中楼层(共12层) | 2002年建...</td>\n",
       "      <td>5人关注 / 22天以前发布</td>\n",
       "      <td>739万</td>\n",
       "      <td>65,013元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>刚需电梯两房 保养新净 采光好 视野开阔必看好房</td>\n",
       "      <td>侨诚花园 - 东晓南</td>\n",
       "      <td>2室2厅 | 60.06平米 | 西北 | 精装 | 中楼层(共15层) | 2000年建 ...</td>\n",
       "      <td>2人关注 / 6天以前发布</td>\n",
       "      <td>268万</td>\n",
       "      <td>44,623元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>电梯两房满五唯一宝玉直业主诚心卖十天过后就涨必看好房</td>\n",
       "      <td>恒龙苑 - 宝岗</td>\n",
       "      <td>2室1厅 | 87.75平米 | 东 东南 | 简装 | 中楼层(共31层) | 1998年...</td>\n",
       "      <td>0人关注 / 13天以前发布</td>\n",
       "      <td>353万</td>\n",
       "      <td>40,228元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>电梯两房 方正实用，光线明亮，证够5年。必看好房</td>\n",
       "      <td>凤安花园 - 工业大道北</td>\n",
       "      <td>2室1厅 | 74.99平米 | 西北 | 精装 | 高楼层(共9层) | 2001年建 | 塔楼</td>\n",
       "      <td>1人关注 / 9天以前发布</td>\n",
       "      <td>270万</td>\n",
       "      <td>36,005元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>江南西路 3室1厅 南 北必看好房</td>\n",
       "      <td>江南西路 - 江南西</td>\n",
       "      <td>3室1厅 | 79.04平米 | 南 北 | 简装 | 中楼层(共8层) | 塔楼</td>\n",
       "      <td>0人关注 / 5天以前发布</td>\n",
       "      <td>315万</td>\n",
       "      <td>39,854元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>南北对流，通风采光好，使用率高，视野开阔必看好房</td>\n",
       "      <td>海琴湾宜利苑 - 滨江东</td>\n",
       "      <td>3室2厅 | 75.58平米 | 南 东 | 简装 | 高楼层(共9层) | 2000年建 ...</td>\n",
       "      <td>1人关注 / 13天以前发布</td>\n",
       "      <td>342万</td>\n",
       "      <td>45,251元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>客村地铁 南向实用两房 业主诚意放卖 满五年必看好房</td>\n",
       "      <td>鸿运花园 - 客村</td>\n",
       "      <td>2室1厅 | 68平米 | 东南 | 简装 | 高楼层(共8层) | 1995年建 | 塔楼</td>\n",
       "      <td>2人关注 / 7天以前发布</td>\n",
       "      <td>260万</td>\n",
       "      <td>38,236元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>同福壹小隔离 大院管理 光猛电梯三房 犀有房源必看好房</td>\n",
       "      <td>广东化建大院 - 同福</td>\n",
       "      <td>3室2厅 | 102.32平米 | 东南 | 简装 | 中楼层(共8层) | 塔楼</td>\n",
       "      <td>1人关注 / 11天以前发布</td>\n",
       "      <td>352万</td>\n",
       "      <td>34,402元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>怡雅苑小区 电梯三房 带泳池 间隔方正必看好房</td>\n",
       "      <td>怡雅苑(海珠) - 宝岗</td>\n",
       "      <td>3室2厅 | 105.02平米 | 南 | 简装 | 中楼层(共16层) | 1999年建 ...</td>\n",
       "      <td>1人关注 / 8天以前发布</td>\n",
       "      <td>418万</td>\n",
       "      <td>39,802元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>鹭江翻新小区 近地铁方正大两房 满五年唯一免重税必看好房</td>\n",
       "      <td>群星苑 - 新港西</td>\n",
       "      <td>2室2厅 | 77.29平米 | 东 北 | 简装 | 高楼层(共9层) | 1997年建 ...</td>\n",
       "      <td>0人关注 / 4天以前发布</td>\n",
       "      <td>216万</td>\n",
       "      <td>27,947元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>手表厂宿舍 加装电梯 证满五年 近江边地铁必看好房</td>\n",
       "      <td>广州手表厂宿舍 - 新港西</td>\n",
       "      <td>2室1厅 | 62.87平米 | 东南 | 简装 | 低楼层(共8层) | 1993年建 | 塔楼</td>\n",
       "      <td>1人关注 / 11天以前发布</td>\n",
       "      <td>215万</td>\n",
       "      <td>34,198元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>打捞局宿舍 电梯精装修三房 带省壹级必看好房</td>\n",
       "      <td>万寿路 - 前进路</td>\n",
       "      <td>2室2厅 | 78.14平米 | 东 | 精装 | 低楼层(共9层) | 1994年建 | 塔楼</td>\n",
       "      <td>1人关注 / 8天以前发布</td>\n",
       "      <td>278万</td>\n",
       "      <td>35,578元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>此房满五年 近地铁 楼下环境好 双阳台</td>\n",
       "      <td>前进路(海珠) - 前进路</td>\n",
       "      <td>2室1厅 | 70.09平米 | 东南 | 简装 | 低楼层(共8层) | 塔楼</td>\n",
       "      <td>3人关注 / 5天以前发布</td>\n",
       "      <td>230万</td>\n",
       "      <td>32,815元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>愉景雅苑 3室2厅 北必看好房</td>\n",
       "      <td>愉景雅苑 - 新港西</td>\n",
       "      <td>3室2厅 | 99.79平米 | 北 | 简装 | 中楼层(共14层) | 2000年建 | 塔楼</td>\n",
       "      <td>0人关注 / 9天以前发布</td>\n",
       "      <td>630万</td>\n",
       "      <td>63,133元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>近市二宫地铁口，原装电梯，户型方正实用必看好房</td>\n",
       "      <td>中广大厦 - 江南大道中</td>\n",
       "      <td>2室1厅 | 65.32平米 | 西南 | 其他 | 低楼层(共27层) | 1998年建 ...</td>\n",
       "      <td>0人关注 / 4天以前发布</td>\n",
       "      <td>205万</td>\n",
       "      <td>31,384元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>穗花 中楼层三居景观好 满五唯一 全屋定制优质装修</td>\n",
       "      <td>穗花新村 - 昌岗</td>\n",
       "      <td>3室2厅 | 61.39平米 | 南 北 | 精装 | 中楼层(共10层) | 1995年建...</td>\n",
       "      <td>0人关注 / 5天以前发布</td>\n",
       "      <td>318万</td>\n",
       "      <td>51,800元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>此房满五非唯一，位于南洲花苑东区中楼层小区封闭管理必看好房</td>\n",
       "      <td>南洲花苑东区 - 南洲</td>\n",
       "      <td>2室2厅 | 79.7平米 | 西南 | 简装 | 低楼层(共9层) | 1993年建 | 塔楼</td>\n",
       "      <td>1人关注 / 8天以前发布</td>\n",
       "      <td>208万</td>\n",
       "      <td>26,098元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>半岛 满五唯一 3房2卫 东南向 采光通风装修好</td>\n",
       "      <td>海珠半岛花园 - 滨江东</td>\n",
       "      <td>3室2厅 | 89.94平米 | 东南 南 | 精装 | 31层 | 1997年建 | 塔楼</td>\n",
       "      <td>0人关注 / 6天以前发布</td>\n",
       "      <td>586万</td>\n",
       "      <td>65,155元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>满五年唯一 恒鑫东和湾 滨江东2008年楼龄 东南向推荐必看好房</td>\n",
       "      <td>恒鑫东和湾 - 滨江东</td>\n",
       "      <td>3室1厅 | 124.27平米 | 东南 | 精装 | 中楼层(共30层) | 2008年建...</td>\n",
       "      <td>2人关注 / 28天以前发布</td>\n",
       "      <td>850万</td>\n",
       "      <td>68,400元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>业主急卖 电梯中层两房 滨江东海天花苑小区 过五唯一必看好房</td>\n",
       "      <td>海天花苑 - 滨江东</td>\n",
       "      <td>2室1厅 | 70.85平米 | 西 | 简装 | 中楼层(共35层) | 2004年建 | 塔楼</td>\n",
       "      <td>3人关注 / 30天以前发布</td>\n",
       "      <td>305万</td>\n",
       "      <td>43,049元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>革新路 3室2厅 南 北</td>\n",
       "      <td>革新路 - 工业大道北</td>\n",
       "      <td>3室2厅 | 92.47平米 | 南 北 | 其他 | 高楼层(共9层) | 1986年建 ...</td>\n",
       "      <td>1人关注 / 24天以前发布</td>\n",
       "      <td>268万</td>\n",
       "      <td>28,983元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>保利花园(海珠) 3室1厅 南必看好房</td>\n",
       "      <td>保利花园(海珠) - 工业大道中</td>\n",
       "      <td>3室1厅 | 100.55平米 | 南 | 精装 | 中楼层(共11层) | 2000年建 ...</td>\n",
       "      <td>4人关注 / 24天以前发布</td>\n",
       "      <td>560万</td>\n",
       "      <td>55,694元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>金沙花园正规两房，满5年免重税，景观好。必看好房</td>\n",
       "      <td>金沙花园(海珠区) - 工业大道北</td>\n",
       "      <td>2室1厅 | 71.69平米 | 东北 | 简装 | 中楼层(共9层) | 1997年建 | 塔楼</td>\n",
       "      <td>3人关注 / 22天以前发布</td>\n",
       "      <td>335万</td>\n",
       "      <td>46,729元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>中大旁，地铁出口，满五精装，采光通风好，拎包入住必看好房</td>\n",
       "      <td>富景花园 - 新港西</td>\n",
       "      <td>3室1厅 | 103.23平米 | 东北 | 精装 | 低楼层(共32层) | 2003年建...</td>\n",
       "      <td>1人关注 / 18天以前发布</td>\n",
       "      <td>445万</td>\n",
       "      <td>43,108元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>梅园南小区大两房沙园，凤凰新村双地铁通风采光好必看好房</td>\n",
       "      <td>梅园南路 - 工业大道北</td>\n",
       "      <td>2室1厅 | 69.88平米 | 东南 | 简装 | 中楼层(共9层) | 塔楼</td>\n",
       "      <td>2人关注 / 23天以前发布</td>\n",
       "      <td>185万</td>\n",
       "      <td>26,474元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>凤凰新村 电梯三房 格局方正 看房约起必看好房</td>\n",
       "      <td>凤凰新村 - 工业大道北</td>\n",
       "      <td>3室1厅 | 67.21平米 | 南 | 简装 | 高楼层(共7层) | 2000年建 | 塔楼</td>\n",
       "      <td>2人关注 / 26天以前发布</td>\n",
       "      <td>240万</td>\n",
       "      <td>35,709元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>大两房 安静望花园 格局好 房大厅大必看好房</td>\n",
       "      <td>鸣翠花园 - 工业大道南</td>\n",
       "      <td>2室1厅 | 80.51平米 | 北 | 简装 | 中楼层(共11层) | 2006年建 | 塔楼</td>\n",
       "      <td>3人关注 / 29天以前发布</td>\n",
       "      <td>400万</td>\n",
       "      <td>49,684元/平</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               title           location  \\\n",
       "0               沙园站，南向房出阳台，低层马赛克必看好房            沙园 - 沙园   \n",
       "1     证过五年税费低 小区环境宁静舒适 小户型 江南西商圈必看好房          杏园小区 - 宝岗   \n",
       "2               框架结构安静五一社区便利沙园商圈必看好房          五一新村 - 沙园   \n",
       "3              愉景南苑 东南向 望花园 少有放盘必看好房         愉景南苑 - 新港西   \n",
       "4           刚需电梯两房 保养新净 采光好 视野开阔必看好房         侨诚花园 - 东晓南   \n",
       "5         电梯两房满五唯一宝玉直业主诚心卖十天过后就涨必看好房           恒龙苑 - 宝岗   \n",
       "6           电梯两房 方正实用，光线明亮，证够5年。必看好房       凤安花园 - 工业大道北   \n",
       "7                  江南西路 3室1厅 南 北必看好房         江南西路 - 江南西   \n",
       "8           南北对流，通风采光好，使用率高，视野开阔必看好房       海琴湾宜利苑 - 滨江东   \n",
       "9         客村地铁 南向实用两房 业主诚意放卖 满五年必看好房          鸿运花园 - 客村   \n",
       "10       同福壹小隔离 大院管理 光猛电梯三房 犀有房源必看好房        广东化建大院 - 同福   \n",
       "11           怡雅苑小区 电梯三房 带泳池 间隔方正必看好房       怡雅苑(海珠) - 宝岗   \n",
       "12      鹭江翻新小区 近地铁方正大两房 满五年唯一免重税必看好房          群星苑 - 新港西   \n",
       "13         手表厂宿舍 加装电梯 证满五年 近江边地铁必看好房      广州手表厂宿舍 - 新港西   \n",
       "14            打捞局宿舍 电梯精装修三房 带省壹级必看好房          万寿路 - 前进路   \n",
       "15               此房满五年 近地铁 楼下环境好 双阳台      前进路(海珠) - 前进路   \n",
       "16                   愉景雅苑 3室2厅 北必看好房         愉景雅苑 - 新港西   \n",
       "17           近市二宫地铁口，原装电梯，户型方正实用必看好房       中广大厦 - 江南大道中   \n",
       "18         穗花 中楼层三居景观好 满五唯一 全屋定制优质装修          穗花新村 - 昌岗   \n",
       "19     此房满五非唯一，位于南洲花苑东区中楼层小区封闭管理必看好房        南洲花苑东区 - 南洲   \n",
       "20          半岛 满五唯一 3房2卫 东南向 采光通风装修好       海珠半岛花园 - 滨江东   \n",
       "21  满五年唯一 恒鑫东和湾 滨江东2008年楼龄 东南向推荐必看好房        恒鑫东和湾 - 滨江东   \n",
       "22    业主急卖 电梯中层两房 滨江东海天花苑小区 过五唯一必看好房         海天花苑 - 滨江东   \n",
       "23                      革新路 3室2厅 南 北        革新路 - 工业大道北   \n",
       "24               保利花园(海珠) 3室1厅 南必看好房   保利花园(海珠) - 工业大道中   \n",
       "25          金沙花园正规两房，满5年免重税，景观好。必看好房  金沙花园(海珠区) - 工业大道北   \n",
       "26      中大旁，地铁出口，满五精装，采光通风好，拎包入住必看好房         富景花园 - 新港西   \n",
       "27       梅园南小区大两房沙园，凤凰新村双地铁通风采光好必看好房       梅园南路 - 工业大道北   \n",
       "28           凤凰新村 电梯三房 格局方正 看房约起必看好房       凤凰新村 - 工业大道北   \n",
       "29            大两房 安静望花园 格局好 房大厅大必看好房       鸣翠花园 - 工业大道南   \n",
       "\n",
       "                                                items            date price  \\\n",
       "0    2室1厅 | 44.38平米 | 南 | 毛坯 | 中楼层(共6层) | 2002年建 | 板楼   0人关注 / 6天以前发布  145万   \n",
       "1    2室1厅 | 48.12平米 | 南 | 其他 | 低楼层(共8层) | 1990年建 | 塔楼   1人关注 / 4天以前发布  230万   \n",
       "2   2室1厅 | 60平米 | 东 东南 南 | 简装 | 中楼层(共6层) | 1999年建 ...   1人关注 / 5天以前发布  228万   \n",
       "3   3室1厅 | 113.67平米 | 东南 | 简装 | 中楼层(共12层) | 2002年建...  5人关注 / 22天以前发布  739万   \n",
       "4   2室2厅 | 60.06平米 | 西北 | 精装 | 中楼层(共15层) | 2000年建 ...   2人关注 / 6天以前发布  268万   \n",
       "5   2室1厅 | 87.75平米 | 东 东南 | 简装 | 中楼层(共31层) | 1998年...  0人关注 / 13天以前发布  353万   \n",
       "6   2室1厅 | 74.99平米 | 西北 | 精装 | 高楼层(共9层) | 2001年建 | 塔楼   1人关注 / 9天以前发布  270万   \n",
       "7           3室1厅 | 79.04平米 | 南 北 | 简装 | 中楼层(共8层) | 塔楼   0人关注 / 5天以前发布  315万   \n",
       "8   3室2厅 | 75.58平米 | 南 东 | 简装 | 高楼层(共9层) | 2000年建 ...  1人关注 / 13天以前发布  342万   \n",
       "9      2室1厅 | 68平米 | 东南 | 简装 | 高楼层(共8层) | 1995年建 | 塔楼   2人关注 / 7天以前发布  260万   \n",
       "10          3室2厅 | 102.32平米 | 东南 | 简装 | 中楼层(共8层) | 塔楼  1人关注 / 11天以前发布  352万   \n",
       "11  3室2厅 | 105.02平米 | 南 | 简装 | 中楼层(共16层) | 1999年建 ...   1人关注 / 8天以前发布  418万   \n",
       "12  2室2厅 | 77.29平米 | 东 北 | 简装 | 高楼层(共9层) | 1997年建 ...   0人关注 / 4天以前发布  216万   \n",
       "13  2室1厅 | 62.87平米 | 东南 | 简装 | 低楼层(共8层) | 1993年建 | 塔楼  1人关注 / 11天以前发布  215万   \n",
       "14   2室2厅 | 78.14平米 | 东 | 精装 | 低楼层(共9层) | 1994年建 | 塔楼   1人关注 / 8天以前发布  278万   \n",
       "15           2室1厅 | 70.09平米 | 东南 | 简装 | 低楼层(共8层) | 塔楼   3人关注 / 5天以前发布  230万   \n",
       "16  3室2厅 | 99.79平米 | 北 | 简装 | 中楼层(共14层) | 2000年建 | 塔楼   0人关注 / 9天以前发布  630万   \n",
       "17  2室1厅 | 65.32平米 | 西南 | 其他 | 低楼层(共27层) | 1998年建 ...   0人关注 / 4天以前发布  205万   \n",
       "18  3室2厅 | 61.39平米 | 南 北 | 精装 | 中楼层(共10层) | 1995年建...   0人关注 / 5天以前发布  318万   \n",
       "19   2室2厅 | 79.7平米 | 西南 | 简装 | 低楼层(共9层) | 1993年建 | 塔楼   1人关注 / 8天以前发布  208万   \n",
       "20     3室2厅 | 89.94平米 | 东南 南 | 精装 | 31层 | 1997年建 | 塔楼   0人关注 / 6天以前发布  586万   \n",
       "21  3室1厅 | 124.27平米 | 东南 | 精装 | 中楼层(共30层) | 2008年建...  2人关注 / 28天以前发布  850万   \n",
       "22  2室1厅 | 70.85平米 | 西 | 简装 | 中楼层(共35层) | 2004年建 | 塔楼  3人关注 / 30天以前发布  305万   \n",
       "23  3室2厅 | 92.47平米 | 南 北 | 其他 | 高楼层(共9层) | 1986年建 ...  1人关注 / 24天以前发布  268万   \n",
       "24  3室1厅 | 100.55平米 | 南 | 精装 | 中楼层(共11层) | 2000年建 ...  4人关注 / 24天以前发布  560万   \n",
       "25  2室1厅 | 71.69平米 | 东北 | 简装 | 中楼层(共9层) | 1997年建 | 塔楼  3人关注 / 22天以前发布  335万   \n",
       "26  3室1厅 | 103.23平米 | 东北 | 精装 | 低楼层(共32层) | 2003年建...  1人关注 / 18天以前发布  445万   \n",
       "27           2室1厅 | 69.88平米 | 东南 | 简装 | 中楼层(共9层) | 塔楼  2人关注 / 23天以前发布  185万   \n",
       "28   3室1厅 | 67.21平米 | 南 | 简装 | 高楼层(共7层) | 2000年建 | 塔楼  2人关注 / 26天以前发布  240万   \n",
       "29  2室1厅 | 80.51平米 | 北 | 简装 | 中楼层(共11层) | 2006年建 | 塔楼  3人关注 / 29天以前发布  400万   \n",
       "\n",
       "   unit_price  \n",
       "0   32,673元/平  \n",
       "1   47,798元/平  \n",
       "2   38,000元/平  \n",
       "3   65,013元/平  \n",
       "4   44,623元/平  \n",
       "5   40,228元/平  \n",
       "6   36,005元/平  \n",
       "7   39,854元/平  \n",
       "8   45,251元/平  \n",
       "9   38,236元/平  \n",
       "10  34,402元/平  \n",
       "11  39,802元/平  \n",
       "12  27,947元/平  \n",
       "13  34,198元/平  \n",
       "14  35,578元/平  \n",
       "15  32,815元/平  \n",
       "16  63,133元/平  \n",
       "17  31,384元/平  \n",
       "18  51,800元/平  \n",
       "19  26,098元/平  \n",
       "20  65,155元/平  \n",
       "21  68,400元/平  \n",
       "22  43,049元/平  \n",
       "23  28,983元/平  \n",
       "24  55,694元/平  \n",
       "25  46,729元/平  \n",
       "26  43,108元/平  \n",
       "27  26,474元/平  \n",
       "28  35,709元/平  \n",
       "29  49,684元/平  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2025f79b",
   "metadata": {},
   "source": [
    "## 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fefb5d4d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "da39c2b9",
   "metadata": {},
   "source": [
    "## 数据导出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81b6571c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "6c200602",
   "metadata": {},
   "source": [
    "# 第二种思维：整体处理（数据思维）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0c46ad53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['沙园站，南向房出阳台，低层马赛克必看好房',\n",
       "  '沙园 - 沙园',\n",
       "  '2室1厅 | 44.38平米 | 南 | 毛坯 | 中楼层(共6层) | 2002年建 | 板楼',\n",
       "  '0人关注 / 6天以前发布',\n",
       "  'VR看装修房本满五年随时看房',\n",
       "  '145万',\n",
       "  '32,673元/平'],\n",
       " ['证过五年税费低 小区环境宁静舒适 小户型 江南西商圈必看好房',\n",
       "  '杏园小区 - 宝岗',\n",
       "  '2室1厅 | 48.12平米 | 南 | 其他 | 低楼层(共8层) | 1990年建 | 塔楼',\n",
       "  '1人关注 / 4天以前发布',\n",
       "  'VR看装修房本满五年随时看房',\n",
       "  '230万',\n",
       "  '47,798元/平'],\n",
       " ['框架结构安静五一社区便利沙园商圈必看好房',\n",
       "  '五一新村 - 沙园',\n",
       "  '2室1厅 | 60平米 | 东 东南 南 | 简装 | 中楼层(共6层) | 1999年建 | 板楼',\n",
       "  '1人关注 / 5天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '228万',\n",
       "  '38,000元/平'],\n",
       " ['愉景南苑 东南向 望花园 少有放盘必看好房',\n",
       "  '愉景南苑 - 新港西',\n",
       "  '3室1厅 | 113.67平米 | 东南 | 简装 | 中楼层(共12层) | 2002年建 | 塔楼',\n",
       "  '5人关注 / 22天以前发布',\n",
       "  '近地铁VR房源房本满五年随时看房',\n",
       "  '739万',\n",
       "  '65,013元/平'],\n",
       " ['刚需电梯两房 保养新净 采光好 视野开阔必看好房',\n",
       "  '侨诚花园 - 东晓南',\n",
       "  '2室2厅 | 60.06平米 | 西北 | 精装 | 中楼层(共15层) | 2000年建 | 塔楼',\n",
       "  '2人关注 / 6天以前发布',\n",
       "  'VR看装修房本满两年随时看房',\n",
       "  '268万',\n",
       "  '44,623元/平'],\n",
       " ['电梯两房满五唯一宝玉直业主诚心卖十天过后就涨必看好房',\n",
       "  '恒龙苑 - 宝岗',\n",
       "  '2室1厅 | 87.75平米 | 东 东南 | 简装 | 中楼层(共31层) | 1998年建 | 塔楼',\n",
       "  '0人关注 / 13天以前发布',\n",
       "  'VR看装修房本满五年随时看房',\n",
       "  '353万',\n",
       "  '40,228元/平'],\n",
       " ['电梯两房 方正实用，光线明亮，证够5年。必看好房',\n",
       "  '凤安花园 - 工业大道北',\n",
       "  '2室1厅 | 74.99平米 | 西北 | 精装 | 高楼层(共9层) | 2001年建 | 塔楼',\n",
       "  '1人关注 / 9天以前发布',\n",
       "  '近地铁VR房源房本满五年随时看房',\n",
       "  '270万',\n",
       "  '36,005元/平'],\n",
       " ['江南西路 3室1厅 南 北必看好房',\n",
       "  '江南西路 - 江南西',\n",
       "  '3室1厅 | 79.04平米 | 南 北 | 简装 | 中楼层(共8层) | 塔楼',\n",
       "  '0人关注 / 5天以前发布',\n",
       "  'VR房源房本满五年随时看房',\n",
       "  '315万',\n",
       "  '39,854元/平'],\n",
       " ['南北对流，通风采光好，使用率高，视野开阔必看好房',\n",
       "  '海琴湾宜利苑 - 滨江东',\n",
       "  '3室2厅 | 75.58平米 | 南 东 | 简装 | 高楼层(共9层) | 2000年建 | 塔楼',\n",
       "  '1人关注 / 13天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '342万',\n",
       "  '45,251元/平'],\n",
       " ['客村地铁 南向实用两房 业主诚意放卖 满五年必看好房',\n",
       "  '鸿运花园 - 客村',\n",
       "  '2室1厅 | 68平米 | 东南 | 简装 | 高楼层(共8层) | 1995年建 | 塔楼',\n",
       "  '2人关注 / 7天以前发布',\n",
       "  '近地铁VR房源房本满五年随时看房',\n",
       "  '260万',\n",
       "  '38,236元/平'],\n",
       " ['同福壹小隔离 大院管理 光猛电梯三房 犀有房源必看好房',\n",
       "  '广东化建大院 - 同福',\n",
       "  '3室2厅 | 102.32平米 | 东南 | 简装 | 中楼层(共8层) | 塔楼',\n",
       "  '1人关注 / 11天以前发布',\n",
       "  '近地铁VR房源房本满五年随时看房',\n",
       "  '352万',\n",
       "  '34,402元/平'],\n",
       " ['怡雅苑小区 电梯三房 带泳池 间隔方正必看好房',\n",
       "  '怡雅苑(海珠) - 宝岗',\n",
       "  '3室2厅 | 105.02平米 | 南 | 简装 | 中楼层(共16层) | 1999年建 | 塔楼',\n",
       "  '1人关注 / 8天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '418万',\n",
       "  '39,802元/平'],\n",
       " ['鹭江翻新小区 近地铁方正大两房 满五年唯一免重税必看好房',\n",
       "  '群星苑 - 新港西',\n",
       "  '2室2厅 | 77.29平米 | 东 北 | 简装 | 高楼层(共9层) | 1997年建 | 塔楼',\n",
       "  '0人关注 / 4天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '216万',\n",
       "  '27,947元/平'],\n",
       " ['手表厂宿舍 加装电梯 证满五年 近江边地铁必看好房',\n",
       "  '广州手表厂宿舍 - 新港西',\n",
       "  '2室1厅 | 62.87平米 | 东南 | 简装 | 低楼层(共8层) | 1993年建 | 塔楼',\n",
       "  '1人关注 / 11天以前发布',\n",
       "  '近地铁VR房源房本满五年随时看房',\n",
       "  '215万',\n",
       "  '34,198元/平'],\n",
       " ['打捞局宿舍 电梯精装修三房 带省壹级必看好房',\n",
       "  '万寿路 - 前进路',\n",
       "  '2室2厅 | 78.14平米 | 东 | 精装 | 低楼层(共9层) | 1994年建 | 塔楼',\n",
       "  '1人关注 / 8天以前发布',\n",
       "  'VR看装修房本满两年随时看房',\n",
       "  '278万',\n",
       "  '35,578元/平'],\n",
       " ['此房满五年 近地铁 楼下环境好 双阳台',\n",
       "  '前进路(海珠) - 前进路',\n",
       "  '2室1厅 | 70.09平米 | 东南 | 简装 | 低楼层(共8层) | 塔楼',\n",
       "  '3人关注 / 5天以前发布',\n",
       "  '近地铁VR看装修房本满两年随时看房',\n",
       "  '230万',\n",
       "  '32,815元/平'],\n",
       " ['愉景雅苑 3室2厅 北必看好房',\n",
       "  '愉景雅苑 - 新港西',\n",
       "  '3室2厅 | 99.79平米 | 北 | 简装 | 中楼层(共14层) | 2000年建 | 塔楼',\n",
       "  '0人关注 / 9天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '630万',\n",
       "  '63,133元/平'],\n",
       " ['近市二宫地铁口，原装电梯，户型方正实用必看好房',\n",
       "  '中广大厦 - 江南大道中',\n",
       "  '2室1厅 | 65.32平米 | 西南 | 其他 | 低楼层(共27层) | 1998年建 | 塔楼',\n",
       "  '0人关注 / 4天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '205万',\n",
       "  '31,384元/平'],\n",
       " ['穗花 中楼层三居景观好 满五唯一 全屋定制优质装修',\n",
       "  '穗花新村 - 昌岗',\n",
       "  '3室2厅 | 61.39平米 | 南 北 | 精装 | 中楼层(共10层) | 1995年建 | 塔楼',\n",
       "  '0人关注 / 5天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '318万',\n",
       "  '51,800元/平'],\n",
       " ['此房满五非唯一，位于南洲花苑东区中楼层小区封闭管理必看好房',\n",
       "  '南洲花苑东区 - 南洲',\n",
       "  '2室2厅 | 79.7平米 | 西南 | 简装 | 低楼层(共9层) | 1993年建 | 塔楼',\n",
       "  '1人关注 / 8天以前发布',\n",
       "  'VR看装修房本满五年',\n",
       "  '208万',\n",
       "  '26,098元/平'],\n",
       " ['半岛 满五唯一 3房2卫 东南向 采光通风装修好',\n",
       "  '海珠半岛花园 - 滨江东',\n",
       "  '3室2厅 | 89.94平米 | 东南 南 | 精装 | 31层 | 1997年建 | 塔楼',\n",
       "  '0人关注 / 6天以前发布',\n",
       "  'VR房源房本满五年',\n",
       "  '586万',\n",
       "  '65,155元/平'],\n",
       " ['满五年唯一 恒鑫东和湾 滨江东2008年楼龄 东南向推荐必看好房',\n",
       "  '恒鑫东和湾 - 滨江东',\n",
       "  '3室1厅 | 124.27平米 | 东南 | 精装 | 中楼层(共30层) | 2008年建 | 塔楼',\n",
       "  '2人关注 / 28天以前发布',\n",
       "  '近地铁VR房源房本满五年',\n",
       "  '850万',\n",
       "  '68,400元/平'],\n",
       " ['业主急卖 电梯中层两房 滨江东海天花苑小区 过五唯一必看好房',\n",
       "  '海天花苑 - 滨江东',\n",
       "  '2室1厅 | 70.85平米 | 西 | 简装 | 中楼层(共35层) | 2004年建 | 塔楼',\n",
       "  '3人关注 / 30天以前发布',\n",
       "  '近地铁VR房源房本满五年随时看房',\n",
       "  '305万',\n",
       "  '43,049元/平'],\n",
       " ['革新路 3室2厅 南 北',\n",
       "  '革新路 - 工业大道北',\n",
       "  '3室2厅 | 92.47平米 | 南 北 | 其他 | 高楼层(共9层) | 1986年建 | 板楼',\n",
       "  '1人关注 / 24天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '268万',\n",
       "  '28,983元/平'],\n",
       " ['保利花园(海珠) 3室1厅 南必看好房',\n",
       "  '保利花园(海珠) - 工业大道中',\n",
       "  '3室1厅 | 100.55平米 | 南 | 精装 | 中楼层(共11层) | 2000年建 | 板楼',\n",
       "  '4人关注 / 24天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '560万',\n",
       "  '55,694元/平'],\n",
       " ['金沙花园正规两房，满5年免重税，景观好。必看好房',\n",
       "  '金沙花园(海珠区) - 工业大道北',\n",
       "  '2室1厅 | 71.69平米 | 东北 | 简装 | 中楼层(共9层) | 1997年建 | 塔楼',\n",
       "  '3人关注 / 22天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '335万',\n",
       "  '46,729元/平'],\n",
       " ['中大旁，地铁出口，满五精装，采光通风好，拎包入住必看好房',\n",
       "  '富景花园 - 新港西',\n",
       "  '3室1厅 | 103.23平米 | 东北 | 精装 | 低楼层(共32层) | 2003年建 | 塔楼',\n",
       "  '1人关注 / 18天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '445万',\n",
       "  '43,108元/平'],\n",
       " ['梅园南小区大两房沙园，凤凰新村双地铁通风采光好必看好房',\n",
       "  '梅园南路 - 工业大道北',\n",
       "  '2室1厅 | 69.88平米 | 东南 | 简装 | 中楼层(共9层) | 塔楼',\n",
       "  '2人关注 / 23天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '185万',\n",
       "  '26,474元/平'],\n",
       " ['凤凰新村 电梯三房 格局方正 看房约起必看好房',\n",
       "  '凤凰新村 - 工业大道北',\n",
       "  '3室1厅 | 67.21平米 | 南 | 简装 | 高楼层(共7层) | 2000年建 | 塔楼',\n",
       "  '2人关注 / 26天以前发布',\n",
       "  '近地铁VR看装修房本满五年随时看房',\n",
       "  '240万',\n",
       "  '35,709元/平'],\n",
       " ['大两房 安静望花园 格局好 房大厅大必看好房',\n",
       "  '鸣翠花园 - 工业大道南',\n",
       "  '2室1厅 | 80.51平米 | 北 | 简装 | 中楼层(共11层) | 2006年建 | 塔楼',\n",
       "  '3人关注 / 29天以前发布',\n",
       "  'VR看装修房本满五年随时看房',\n",
       "  '400万',\n",
       "  '49,684元/平']]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sel = 'div.info.clear'\n",
    "content_datas = r.html.find(sel)\n",
    "lj_data = []\n",
    "for content in content_datas:\n",
    "    content_list = content.text.split('\\n')\n",
    "    lj_data.append(content_list)\n",
    "lj_data    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "aba5cd28",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(\n",
    "    data = lj_data,\n",
    "    index = [i for i in range(len(lj_data))],\n",
    "    columns=['标题', '地址', '房情','发布时间','看房条件','总价','单价']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6454606d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>标题</th>\n",
       "      <th>地址</th>\n",
       "      <th>房情</th>\n",
       "      <th>发布时间</th>\n",
       "      <th>看房条件</th>\n",
       "      <th>总价</th>\n",
       "      <th>单价</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>沙园站，南向房出阳台，低层马赛克必看好房</td>\n",
       "      <td>沙园 - 沙园</td>\n",
       "      <td>2室1厅 | 44.38平米 | 南 | 毛坯 | 中楼层(共6层) | 2002年建 | 板楼</td>\n",
       "      <td>0人关注 / 6天以前发布</td>\n",
       "      <td>VR看装修房本满五年随时看房</td>\n",
       "      <td>145万</td>\n",
       "      <td>32,673元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>证过五年税费低 小区环境宁静舒适 小户型 江南西商圈必看好房</td>\n",
       "      <td>杏园小区 - 宝岗</td>\n",
       "      <td>2室1厅 | 48.12平米 | 南 | 其他 | 低楼层(共8层) | 1990年建 | 塔楼</td>\n",
       "      <td>1人关注 / 4天以前发布</td>\n",
       "      <td>VR看装修房本满五年随时看房</td>\n",
       "      <td>230万</td>\n",
       "      <td>47,798元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>框架结构安静五一社区便利沙园商圈必看好房</td>\n",
       "      <td>五一新村 - 沙园</td>\n",
       "      <td>2室1厅 | 60平米 | 东 东南 南 | 简装 | 中楼层(共6层) | 1999年建 ...</td>\n",
       "      <td>1人关注 / 5天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>228万</td>\n",
       "      <td>38,000元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>愉景南苑 东南向 望花园 少有放盘必看好房</td>\n",
       "      <td>愉景南苑 - 新港西</td>\n",
       "      <td>3室1厅 | 113.67平米 | 东南 | 简装 | 中楼层(共12层) | 2002年建...</td>\n",
       "      <td>5人关注 / 22天以前发布</td>\n",
       "      <td>近地铁VR房源房本满五年随时看房</td>\n",
       "      <td>739万</td>\n",
       "      <td>65,013元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>刚需电梯两房 保养新净 采光好 视野开阔必看好房</td>\n",
       "      <td>侨诚花园 - 东晓南</td>\n",
       "      <td>2室2厅 | 60.06平米 | 西北 | 精装 | 中楼层(共15层) | 2000年建 ...</td>\n",
       "      <td>2人关注 / 6天以前发布</td>\n",
       "      <td>VR看装修房本满两年随时看房</td>\n",
       "      <td>268万</td>\n",
       "      <td>44,623元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>电梯两房满五唯一宝玉直业主诚心卖十天过后就涨必看好房</td>\n",
       "      <td>恒龙苑 - 宝岗</td>\n",
       "      <td>2室1厅 | 87.75平米 | 东 东南 | 简装 | 中楼层(共31层) | 1998年...</td>\n",
       "      <td>0人关注 / 13天以前发布</td>\n",
       "      <td>VR看装修房本满五年随时看房</td>\n",
       "      <td>353万</td>\n",
       "      <td>40,228元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>电梯两房 方正实用，光线明亮，证够5年。必看好房</td>\n",
       "      <td>凤安花园 - 工业大道北</td>\n",
       "      <td>2室1厅 | 74.99平米 | 西北 | 精装 | 高楼层(共9层) | 2001年建 | 塔楼</td>\n",
       "      <td>1人关注 / 9天以前发布</td>\n",
       "      <td>近地铁VR房源房本满五年随时看房</td>\n",
       "      <td>270万</td>\n",
       "      <td>36,005元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>江南西路 3室1厅 南 北必看好房</td>\n",
       "      <td>江南西路 - 江南西</td>\n",
       "      <td>3室1厅 | 79.04平米 | 南 北 | 简装 | 中楼层(共8层) | 塔楼</td>\n",
       "      <td>0人关注 / 5天以前发布</td>\n",
       "      <td>VR房源房本满五年随时看房</td>\n",
       "      <td>315万</td>\n",
       "      <td>39,854元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>南北对流，通风采光好，使用率高，视野开阔必看好房</td>\n",
       "      <td>海琴湾宜利苑 - 滨江东</td>\n",
       "      <td>3室2厅 | 75.58平米 | 南 东 | 简装 | 高楼层(共9层) | 2000年建 ...</td>\n",
       "      <td>1人关注 / 13天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>342万</td>\n",
       "      <td>45,251元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>客村地铁 南向实用两房 业主诚意放卖 满五年必看好房</td>\n",
       "      <td>鸿运花园 - 客村</td>\n",
       "      <td>2室1厅 | 68平米 | 东南 | 简装 | 高楼层(共8层) | 1995年建 | 塔楼</td>\n",
       "      <td>2人关注 / 7天以前发布</td>\n",
       "      <td>近地铁VR房源房本满五年随时看房</td>\n",
       "      <td>260万</td>\n",
       "      <td>38,236元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>同福壹小隔离 大院管理 光猛电梯三房 犀有房源必看好房</td>\n",
       "      <td>广东化建大院 - 同福</td>\n",
       "      <td>3室2厅 | 102.32平米 | 东南 | 简装 | 中楼层(共8层) | 塔楼</td>\n",
       "      <td>1人关注 / 11天以前发布</td>\n",
       "      <td>近地铁VR房源房本满五年随时看房</td>\n",
       "      <td>352万</td>\n",
       "      <td>34,402元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>怡雅苑小区 电梯三房 带泳池 间隔方正必看好房</td>\n",
       "      <td>怡雅苑(海珠) - 宝岗</td>\n",
       "      <td>3室2厅 | 105.02平米 | 南 | 简装 | 中楼层(共16层) | 1999年建 ...</td>\n",
       "      <td>1人关注 / 8天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>418万</td>\n",
       "      <td>39,802元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>鹭江翻新小区 近地铁方正大两房 满五年唯一免重税必看好房</td>\n",
       "      <td>群星苑 - 新港西</td>\n",
       "      <td>2室2厅 | 77.29平米 | 东 北 | 简装 | 高楼层(共9层) | 1997年建 ...</td>\n",
       "      <td>0人关注 / 4天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>216万</td>\n",
       "      <td>27,947元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>手表厂宿舍 加装电梯 证满五年 近江边地铁必看好房</td>\n",
       "      <td>广州手表厂宿舍 - 新港西</td>\n",
       "      <td>2室1厅 | 62.87平米 | 东南 | 简装 | 低楼层(共8层) | 1993年建 | 塔楼</td>\n",
       "      <td>1人关注 / 11天以前发布</td>\n",
       "      <td>近地铁VR房源房本满五年随时看房</td>\n",
       "      <td>215万</td>\n",
       "      <td>34,198元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>打捞局宿舍 电梯精装修三房 带省壹级必看好房</td>\n",
       "      <td>万寿路 - 前进路</td>\n",
       "      <td>2室2厅 | 78.14平米 | 东 | 精装 | 低楼层(共9层) | 1994年建 | 塔楼</td>\n",
       "      <td>1人关注 / 8天以前发布</td>\n",
       "      <td>VR看装修房本满两年随时看房</td>\n",
       "      <td>278万</td>\n",
       "      <td>35,578元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>此房满五年 近地铁 楼下环境好 双阳台</td>\n",
       "      <td>前进路(海珠) - 前进路</td>\n",
       "      <td>2室1厅 | 70.09平米 | 东南 | 简装 | 低楼层(共8层) | 塔楼</td>\n",
       "      <td>3人关注 / 5天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满两年随时看房</td>\n",
       "      <td>230万</td>\n",
       "      <td>32,815元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>愉景雅苑 3室2厅 北必看好房</td>\n",
       "      <td>愉景雅苑 - 新港西</td>\n",
       "      <td>3室2厅 | 99.79平米 | 北 | 简装 | 中楼层(共14层) | 2000年建 | 塔楼</td>\n",
       "      <td>0人关注 / 9天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>630万</td>\n",
       "      <td>63,133元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>近市二宫地铁口，原装电梯，户型方正实用必看好房</td>\n",
       "      <td>中广大厦 - 江南大道中</td>\n",
       "      <td>2室1厅 | 65.32平米 | 西南 | 其他 | 低楼层(共27层) | 1998年建 ...</td>\n",
       "      <td>0人关注 / 4天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>205万</td>\n",
       "      <td>31,384元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>穗花 中楼层三居景观好 满五唯一 全屋定制优质装修</td>\n",
       "      <td>穗花新村 - 昌岗</td>\n",
       "      <td>3室2厅 | 61.39平米 | 南 北 | 精装 | 中楼层(共10层) | 1995年建...</td>\n",
       "      <td>0人关注 / 5天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>318万</td>\n",
       "      <td>51,800元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>此房满五非唯一，位于南洲花苑东区中楼层小区封闭管理必看好房</td>\n",
       "      <td>南洲花苑东区 - 南洲</td>\n",
       "      <td>2室2厅 | 79.7平米 | 西南 | 简装 | 低楼层(共9层) | 1993年建 | 塔楼</td>\n",
       "      <td>1人关注 / 8天以前发布</td>\n",
       "      <td>VR看装修房本满五年</td>\n",
       "      <td>208万</td>\n",
       "      <td>26,098元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>半岛 满五唯一 3房2卫 东南向 采光通风装修好</td>\n",
       "      <td>海珠半岛花园 - 滨江东</td>\n",
       "      <td>3室2厅 | 89.94平米 | 东南 南 | 精装 | 31层 | 1997年建 | 塔楼</td>\n",
       "      <td>0人关注 / 6天以前发布</td>\n",
       "      <td>VR房源房本满五年</td>\n",
       "      <td>586万</td>\n",
       "      <td>65,155元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>满五年唯一 恒鑫东和湾 滨江东2008年楼龄 东南向推荐必看好房</td>\n",
       "      <td>恒鑫东和湾 - 滨江东</td>\n",
       "      <td>3室1厅 | 124.27平米 | 东南 | 精装 | 中楼层(共30层) | 2008年建...</td>\n",
       "      <td>2人关注 / 28天以前发布</td>\n",
       "      <td>近地铁VR房源房本满五年</td>\n",
       "      <td>850万</td>\n",
       "      <td>68,400元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>业主急卖 电梯中层两房 滨江东海天花苑小区 过五唯一必看好房</td>\n",
       "      <td>海天花苑 - 滨江东</td>\n",
       "      <td>2室1厅 | 70.85平米 | 西 | 简装 | 中楼层(共35层) | 2004年建 | 塔楼</td>\n",
       "      <td>3人关注 / 30天以前发布</td>\n",
       "      <td>近地铁VR房源房本满五年随时看房</td>\n",
       "      <td>305万</td>\n",
       "      <td>43,049元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>革新路 3室2厅 南 北</td>\n",
       "      <td>革新路 - 工业大道北</td>\n",
       "      <td>3室2厅 | 92.47平米 | 南 北 | 其他 | 高楼层(共9层) | 1986年建 ...</td>\n",
       "      <td>1人关注 / 24天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>268万</td>\n",
       "      <td>28,983元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>保利花园(海珠) 3室1厅 南必看好房</td>\n",
       "      <td>保利花园(海珠) - 工业大道中</td>\n",
       "      <td>3室1厅 | 100.55平米 | 南 | 精装 | 中楼层(共11层) | 2000年建 ...</td>\n",
       "      <td>4人关注 / 24天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>560万</td>\n",
       "      <td>55,694元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>金沙花园正规两房，满5年免重税，景观好。必看好房</td>\n",
       "      <td>金沙花园(海珠区) - 工业大道北</td>\n",
       "      <td>2室1厅 | 71.69平米 | 东北 | 简装 | 中楼层(共9层) | 1997年建 | 塔楼</td>\n",
       "      <td>3人关注 / 22天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>335万</td>\n",
       "      <td>46,729元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>中大旁，地铁出口，满五精装，采光通风好，拎包入住必看好房</td>\n",
       "      <td>富景花园 - 新港西</td>\n",
       "      <td>3室1厅 | 103.23平米 | 东北 | 精装 | 低楼层(共32层) | 2003年建...</td>\n",
       "      <td>1人关注 / 18天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>445万</td>\n",
       "      <td>43,108元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>梅园南小区大两房沙园，凤凰新村双地铁通风采光好必看好房</td>\n",
       "      <td>梅园南路 - 工业大道北</td>\n",
       "      <td>2室1厅 | 69.88平米 | 东南 | 简装 | 中楼层(共9层) | 塔楼</td>\n",
       "      <td>2人关注 / 23天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>185万</td>\n",
       "      <td>26,474元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>凤凰新村 电梯三房 格局方正 看房约起必看好房</td>\n",
       "      <td>凤凰新村 - 工业大道北</td>\n",
       "      <td>3室1厅 | 67.21平米 | 南 | 简装 | 高楼层(共7层) | 2000年建 | 塔楼</td>\n",
       "      <td>2人关注 / 26天以前发布</td>\n",
       "      <td>近地铁VR看装修房本满五年随时看房</td>\n",
       "      <td>240万</td>\n",
       "      <td>35,709元/平</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>大两房 安静望花园 格局好 房大厅大必看好房</td>\n",
       "      <td>鸣翠花园 - 工业大道南</td>\n",
       "      <td>2室1厅 | 80.51平米 | 北 | 简装 | 中楼层(共11层) | 2006年建 | 塔楼</td>\n",
       "      <td>3人关注 / 29天以前发布</td>\n",
       "      <td>VR看装修房本满五年随时看房</td>\n",
       "      <td>400万</td>\n",
       "      <td>49,684元/平</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  标题                 地址  \\\n",
       "0               沙园站，南向房出阳台，低层马赛克必看好房            沙园 - 沙园   \n",
       "1     证过五年税费低 小区环境宁静舒适 小户型 江南西商圈必看好房          杏园小区 - 宝岗   \n",
       "2               框架结构安静五一社区便利沙园商圈必看好房          五一新村 - 沙园   \n",
       "3              愉景南苑 东南向 望花园 少有放盘必看好房         愉景南苑 - 新港西   \n",
       "4           刚需电梯两房 保养新净 采光好 视野开阔必看好房         侨诚花园 - 东晓南   \n",
       "5         电梯两房满五唯一宝玉直业主诚心卖十天过后就涨必看好房           恒龙苑 - 宝岗   \n",
       "6           电梯两房 方正实用，光线明亮，证够5年。必看好房       凤安花园 - 工业大道北   \n",
       "7                  江南西路 3室1厅 南 北必看好房         江南西路 - 江南西   \n",
       "8           南北对流，通风采光好，使用率高，视野开阔必看好房       海琴湾宜利苑 - 滨江东   \n",
       "9         客村地铁 南向实用两房 业主诚意放卖 满五年必看好房          鸿运花园 - 客村   \n",
       "10       同福壹小隔离 大院管理 光猛电梯三房 犀有房源必看好房        广东化建大院 - 同福   \n",
       "11           怡雅苑小区 电梯三房 带泳池 间隔方正必看好房       怡雅苑(海珠) - 宝岗   \n",
       "12      鹭江翻新小区 近地铁方正大两房 满五年唯一免重税必看好房          群星苑 - 新港西   \n",
       "13         手表厂宿舍 加装电梯 证满五年 近江边地铁必看好房      广州手表厂宿舍 - 新港西   \n",
       "14            打捞局宿舍 电梯精装修三房 带省壹级必看好房          万寿路 - 前进路   \n",
       "15               此房满五年 近地铁 楼下环境好 双阳台      前进路(海珠) - 前进路   \n",
       "16                   愉景雅苑 3室2厅 北必看好房         愉景雅苑 - 新港西   \n",
       "17           近市二宫地铁口，原装电梯，户型方正实用必看好房       中广大厦 - 江南大道中   \n",
       "18         穗花 中楼层三居景观好 满五唯一 全屋定制优质装修          穗花新村 - 昌岗   \n",
       "19     此房满五非唯一，位于南洲花苑东区中楼层小区封闭管理必看好房        南洲花苑东区 - 南洲   \n",
       "20          半岛 满五唯一 3房2卫 东南向 采光通风装修好       海珠半岛花园 - 滨江东   \n",
       "21  满五年唯一 恒鑫东和湾 滨江东2008年楼龄 东南向推荐必看好房        恒鑫东和湾 - 滨江东   \n",
       "22    业主急卖 电梯中层两房 滨江东海天花苑小区 过五唯一必看好房         海天花苑 - 滨江东   \n",
       "23                      革新路 3室2厅 南 北        革新路 - 工业大道北   \n",
       "24               保利花园(海珠) 3室1厅 南必看好房   保利花园(海珠) - 工业大道中   \n",
       "25          金沙花园正规两房，满5年免重税，景观好。必看好房  金沙花园(海珠区) - 工业大道北   \n",
       "26      中大旁，地铁出口，满五精装，采光通风好，拎包入住必看好房         富景花园 - 新港西   \n",
       "27       梅园南小区大两房沙园，凤凰新村双地铁通风采光好必看好房       梅园南路 - 工业大道北   \n",
       "28           凤凰新村 电梯三房 格局方正 看房约起必看好房       凤凰新村 - 工业大道北   \n",
       "29            大两房 安静望花园 格局好 房大厅大必看好房       鸣翠花园 - 工业大道南   \n",
       "\n",
       "                                                   房情            发布时间  \\\n",
       "0    2室1厅 | 44.38平米 | 南 | 毛坯 | 中楼层(共6层) | 2002年建 | 板楼   0人关注 / 6天以前发布   \n",
       "1    2室1厅 | 48.12平米 | 南 | 其他 | 低楼层(共8层) | 1990年建 | 塔楼   1人关注 / 4天以前发布   \n",
       "2   2室1厅 | 60平米 | 东 东南 南 | 简装 | 中楼层(共6层) | 1999年建 ...   1人关注 / 5天以前发布   \n",
       "3   3室1厅 | 113.67平米 | 东南 | 简装 | 中楼层(共12层) | 2002年建...  5人关注 / 22天以前发布   \n",
       "4   2室2厅 | 60.06平米 | 西北 | 精装 | 中楼层(共15层) | 2000年建 ...   2人关注 / 6天以前发布   \n",
       "5   2室1厅 | 87.75平米 | 东 东南 | 简装 | 中楼层(共31层) | 1998年...  0人关注 / 13天以前发布   \n",
       "6   2室1厅 | 74.99平米 | 西北 | 精装 | 高楼层(共9层) | 2001年建 | 塔楼   1人关注 / 9天以前发布   \n",
       "7           3室1厅 | 79.04平米 | 南 北 | 简装 | 中楼层(共8层) | 塔楼   0人关注 / 5天以前发布   \n",
       "8   3室2厅 | 75.58平米 | 南 东 | 简装 | 高楼层(共9层) | 2000年建 ...  1人关注 / 13天以前发布   \n",
       "9      2室1厅 | 68平米 | 东南 | 简装 | 高楼层(共8层) | 1995年建 | 塔楼   2人关注 / 7天以前发布   \n",
       "10          3室2厅 | 102.32平米 | 东南 | 简装 | 中楼层(共8层) | 塔楼  1人关注 / 11天以前发布   \n",
       "11  3室2厅 | 105.02平米 | 南 | 简装 | 中楼层(共16层) | 1999年建 ...   1人关注 / 8天以前发布   \n",
       "12  2室2厅 | 77.29平米 | 东 北 | 简装 | 高楼层(共9层) | 1997年建 ...   0人关注 / 4天以前发布   \n",
       "13  2室1厅 | 62.87平米 | 东南 | 简装 | 低楼层(共8层) | 1993年建 | 塔楼  1人关注 / 11天以前发布   \n",
       "14   2室2厅 | 78.14平米 | 东 | 精装 | 低楼层(共9层) | 1994年建 | 塔楼   1人关注 / 8天以前发布   \n",
       "15           2室1厅 | 70.09平米 | 东南 | 简装 | 低楼层(共8层) | 塔楼   3人关注 / 5天以前发布   \n",
       "16  3室2厅 | 99.79平米 | 北 | 简装 | 中楼层(共14层) | 2000年建 | 塔楼   0人关注 / 9天以前发布   \n",
       "17  2室1厅 | 65.32平米 | 西南 | 其他 | 低楼层(共27层) | 1998年建 ...   0人关注 / 4天以前发布   \n",
       "18  3室2厅 | 61.39平米 | 南 北 | 精装 | 中楼层(共10层) | 1995年建...   0人关注 / 5天以前发布   \n",
       "19   2室2厅 | 79.7平米 | 西南 | 简装 | 低楼层(共9层) | 1993年建 | 塔楼   1人关注 / 8天以前发布   \n",
       "20     3室2厅 | 89.94平米 | 东南 南 | 精装 | 31层 | 1997年建 | 塔楼   0人关注 / 6天以前发布   \n",
       "21  3室1厅 | 124.27平米 | 东南 | 精装 | 中楼层(共30层) | 2008年建...  2人关注 / 28天以前发布   \n",
       "22  2室1厅 | 70.85平米 | 西 | 简装 | 中楼层(共35层) | 2004年建 | 塔楼  3人关注 / 30天以前发布   \n",
       "23  3室2厅 | 92.47平米 | 南 北 | 其他 | 高楼层(共9层) | 1986年建 ...  1人关注 / 24天以前发布   \n",
       "24  3室1厅 | 100.55平米 | 南 | 精装 | 中楼层(共11层) | 2000年建 ...  4人关注 / 24天以前发布   \n",
       "25  2室1厅 | 71.69平米 | 东北 | 简装 | 中楼层(共9层) | 1997年建 | 塔楼  3人关注 / 22天以前发布   \n",
       "26  3室1厅 | 103.23平米 | 东北 | 精装 | 低楼层(共32层) | 2003年建...  1人关注 / 18天以前发布   \n",
       "27           2室1厅 | 69.88平米 | 东南 | 简装 | 中楼层(共9层) | 塔楼  2人关注 / 23天以前发布   \n",
       "28   3室1厅 | 67.21平米 | 南 | 简装 | 高楼层(共7层) | 2000年建 | 塔楼  2人关注 / 26天以前发布   \n",
       "29  2室1厅 | 80.51平米 | 北 | 简装 | 中楼层(共11层) | 2006年建 | 塔楼  3人关注 / 29天以前发布   \n",
       "\n",
       "                 看房条件    总价         单价  \n",
       "0      VR看装修房本满五年随时看房  145万  32,673元/平  \n",
       "1      VR看装修房本满五年随时看房  230万  47,798元/平  \n",
       "2   近地铁VR看装修房本满五年随时看房  228万  38,000元/平  \n",
       "3    近地铁VR房源房本满五年随时看房  739万  65,013元/平  \n",
       "4      VR看装修房本满两年随时看房  268万  44,623元/平  \n",
       "5      VR看装修房本满五年随时看房  353万  40,228元/平  \n",
       "6    近地铁VR房源房本满五年随时看房  270万  36,005元/平  \n",
       "7       VR房源房本满五年随时看房  315万  39,854元/平  \n",
       "8   近地铁VR看装修房本满五年随时看房  342万  45,251元/平  \n",
       "9    近地铁VR房源房本满五年随时看房  260万  38,236元/平  \n",
       "10   近地铁VR房源房本满五年随时看房  352万  34,402元/平  \n",
       "11  近地铁VR看装修房本满五年随时看房  418万  39,802元/平  \n",
       "12  近地铁VR看装修房本满五年随时看房  216万  27,947元/平  \n",
       "13   近地铁VR房源房本满五年随时看房  215万  34,198元/平  \n",
       "14     VR看装修房本满两年随时看房  278万  35,578元/平  \n",
       "15  近地铁VR看装修房本满两年随时看房  230万  32,815元/平  \n",
       "16  近地铁VR看装修房本满五年随时看房  630万  63,133元/平  \n",
       "17  近地铁VR看装修房本满五年随时看房  205万  31,384元/平  \n",
       "18  近地铁VR看装修房本满五年随时看房  318万  51,800元/平  \n",
       "19         VR看装修房本满五年  208万  26,098元/平  \n",
       "20          VR房源房本满五年  586万  65,155元/平  \n",
       "21       近地铁VR房源房本满五年  850万  68,400元/平  \n",
       "22   近地铁VR房源房本满五年随时看房  305万  43,049元/平  \n",
       "23  近地铁VR看装修房本满五年随时看房  268万  28,983元/平  \n",
       "24  近地铁VR看装修房本满五年随时看房  560万  55,694元/平  \n",
       "25  近地铁VR看装修房本满五年随时看房  335万  46,729元/平  \n",
       "26  近地铁VR看装修房本满五年随时看房  445万  43,108元/平  \n",
       "27  近地铁VR看装修房本满五年随时看房  185万  26,474元/平  \n",
       "28  近地铁VR看装修房本满五年随时看房  240万  35,709元/平  \n",
       "29     VR看装修房本满五年随时看房  400万  49,684元/平  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd5008c2",
   "metadata": {},
   "source": [
    "## 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fd7243b4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "59cf4cda",
   "metadata": {},
   "source": [
    "## 数据导出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e9ea9bd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5aade3d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload={\n",
    "    \"data\":{\"mainSearchPcConditionForm\":{\"city\":\"050020\",\"dq\":\"050020\",\"pubTime\":\"\",\"currentPage\":0,\"pageSize\":40,\"key\":\"产品经理\",\"suggestTag\":\"\",\"workYearCode\":\"0\",\"compId\":\"\",\"compName\":\"\",\"compTag\":\"\",\"industry\":\"\",\"salary\":\"\",\"jobKind\":\"\",\"compScale\":\"\",\"compKind\":\"\",\"compStage\":\"\",\"eduLevel\":\"\",\"otherCity\":\"\"},\n",
    "             \"passThroughForm\":{\"fkId\":\"mwopau414cq8sd7s2fx3txx6p2uqrzl9\",\"ckId\":\"m065srdn5wg9f4btbtsk6l5i28mm3ia9\",\"scene\":\"input\",\"skId\":\"jqdnnlf6k9zxn0aph0tabkmqnerkwrka\",\"sfrom\":\"search_job_pc\"}}}\n",
    "\n",
    "# 伪装：浏览器普通用户访问\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post(url,data=json.dumps(payload),headers=headers)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9b6257b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<!DOCTYPE html>\\n<html lang=\"en\">\\n<head>\\n  \\n    <meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\"/>\\n    <title>【广州招聘信息_广州人才网招聘信息】-猎聘</title>\\n    <meta name=\"keywords\" content=\"广州招聘信息,广州人才信息,广州人才招聘信息\">\\n    <meta name=\"description\" content=\"猎聘广州招聘信息提供真实的广州人才招聘信息，广州招聘信息有超过10000多高薪人才招聘信息职位任你选，找广州招聘信息就来广州人才网招聘信息频道。\">\\n\\n  \\n  <meta name=\"applicable-device\" content=\"pc\">\\n  <meta http-equiv=\"Cache-Control\" content=\"no-transform\" />\\n  <meta http-equiv=\"Cache-Control\" content=\"no-siteapp\" />\\n  \\n    <meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\"/>\\n    <meta http-equiv=\"x-dns-prefetch-control\" content=\"on\" />\\n    <link rel=dns-prefetch href=\"//concat.lietou-static.com\" />\\n    <link rel=dns-prefetch href=\"//image0.lietou-static.com\" />\\n    <!-- 使360浏览器 默认启用极速内核 -->\\n    <meta name=\"renderer\" content=\"webkit\">\\n    <!-- 360以最高ie版本运行 -->\\n    <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge,chrome=1\">\\n    <link rel=\"preconnect\" href=\"//concat.lietou-static.com\" />\\n    <link rel=\"preconnect\" href=\"//image0.lietou-static.com\" />\\n    <link rel=\"icon\" href=\"https://concat.lietou-static.com/fe-www-pc/v6/static/images/favicon.e6edbc00.ico\" type=\"image/x-icon\"/>\\n    <script crossorigin=\"anonymous\"  src=\"//concat.lietou-static.com/fe-lib-pc/v6/jquery/1.7.1/jquery.min.js\"></script>\\n    <script src=\"//concat.lietou-static.com/fe-lib-pc/v5/femonitor/0.9.0/femonitor.min.8503c6bc.js\"></script>\\n    <!--[if lte IE 9]>\\n    <script src=\"//concat.lietou-static.com/fe-c-pc/v6/static/js/html5shiv.js\"></script>\\n    <script src=\"//concat.lietou-static.com/fe-c-pc/v6/static/js/unpack_files/console-polyfill.js\"></script>\\n    <![endif]-->\\n    <link rel=\"stylesheet\" href=\"//concat.lietou-static.com/fe-www-pc/v6/css/common.264da1c2.css\"/>\\n    <script>\\n        /*@cc_on document.write(\"<script src=\\\\\"//concat.lietou-static.com/fe-lib-pc/v6/ietip/index.download.js\\\\\"><\\\\/script>\")@*/\\n        if (window.msCrypto) {\\n            document.write(\"<script src=\\\\\"//concat.lietou-static.com/fe-lib-pc/v6/ietip/index.download.js\\\\\"><\\\\/script>\")\\n        }\\n    </script>\\n\\n  <!-- 待服务端联调时开启 -->\\n  <link rel=\"stylesheet\" href=\"//concat.lietou-static.com/fe-www-pc/v6/css/pages/search-jobs.4a5fed8e.css\" />\\n</head>\\n\\n<body>\\n  <!-- header -->\\n  \\n    <section id=\\'lp-seo-header-container\\'><header id=\"framework-pc-header-container\"><nav class=\"header-content-box\"><a id=\"header-logo-box\" href=\"https://www.liepin.com\" title=\"猎聘\"><img src=\"\" title=\"猎聘\" alt=\"\"/></a><a id=\"header-city-box\" style=\"display:none\" href=\"https://www.liepin.com/citylist/\" title=\"城市切换\"><div class=\"header-city-box\"><svg width=\"10\" height=\"10\" viewBox=\"0 0 10 10\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M5 .25a3.65 3.65 0 012.646 1.152 4.033 4.033 0 011.104 2.79c0 .531-.073.98-.236 1.409a4.093 4.093 0 01-.747 1.228l-.179.2-2.326 2.528L2.428 7.04a7.282 7.282 0 01-.36-.413 3.863 3.863 0 01-.475-.785 4.076 4.076 0 01-.343-1.649c0-1.088.422-2.075 1.104-2.79A3.65 3.65 0 015 .25zm0 1.5a2.24 2.24 0 00-1.59.66 2.243 2.243 0 000 3.18 2.244 2.244 0 003.179 0A2.246 2.246 0 005 1.75z\" fill=\"#FFF\" stroke=\"#FFF\" stroke-width=\"0.5\" opacity=\"0.4\"></path></svg><span>全国</span><svg width=\"6\" height=\"3\" viewBox=\"0 0 6 3\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M3.283 2.717L5.317.683A.4.4 0 005.034 0H.966a.4.4 0 00-.283.683l2.034 2.034a.4.4 0 00.566 0z\" fill=\"#FFF\" fill-rule=\"evenodd\"></path></svg></div></a><ul class=\"header-nav-menu\"><li class=\"header-menu-item header-nav-menu-item\"><a id=\"header-nav-menu-home\" href=\"https://www.liepin.com\">首页</a></li><li class=\"header-menu-item header-nav-menu-item\"><a id=\"header-nav-menu-job\" href=\"https://www.liepin.com/zhaopin/?init=1\">职位</a></li><li class=\"header-menu-item header-nav-menu-item\"><a id=\"header-nav-menu-campus\" href=\"https://www.liepin.com/campus/?t=1\" class=\"ant-dropdown-trigger\"><span>校园</span></a></li><li class=\"header-menu-item header-nav-menu-item\"><a id=\"header-nav-menu-returnee\" href=\"https://www.liepin.com/returnee/\">海归</a></li><li class=\"header-menu-item header-nav-menu-item\"><a id=\"header-nav-menu-community\" href=\"https://blade.liepin.com\">社区</a></li><li class=\"header-menu-item header-nav-menu-item\"><a id=\"header-nav-menu-resume-optimization\" href=\"https://vas.liepin.com/v/view-intro?utm_content=pcjuhexiala&amp;imscid=R000014437\" target=\"_blank\" class=\"ant-dropdown-trigger\"><span>简历优化</span></a></li><li class=\"header-menu-item header-nav-menu-item download-app-item\"><span id=\"header-nav-menu-download-app\">猎聘APP</span><div id=\"fix-header-download-app-modal\"><img src=\"\" alt=\"\"/></div></li></ul><div class=\"header-quick-menu-box\"><ul class=\"header-quick-menu-not-login\"><li class=\"header-menu-item header-quick-menu-not-login-item\"><a id=\"header-quick-menu-hunter\" target=\"_blank\" href=\"https://h.liepin.com/#sfrom=click-pc_homepage-front_navigation-hunter_new\">我是猎头</a></li><li class=\"header-menu-item header-quick-menu-not-login-item\"><a id=\"header-quick-menu-recruiter\" target=\"_blank\" data-selector=\"c-logout\" data-backurl=\"https://lpt.liepin.com/user/login#sfrom=click-pc_homepage-front_navigation-ecomphr_new\" href=\"javascript:void(0);\">我是招聘方</a><svg width=\"28\" height=\"14\" viewBox=\"0 0 28 14\" xmlns=\"http://www.w3.org/2000/svg\" class=\"recruiter-min-logo\"><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M4 0h23a1 1 0 011 1v9a4 4 0 01-4 4H1a1 1 0 01-1-1V4a4 4 0 014-4z\" fill=\"#FF6400\" fill-rule=\"nonzero\"></path><text font-family=\"PingFangSC-Medium, PingFang SC\" font-size=\"10\" font-weight=\"400\" fill=\"#FFF\"><tspan x=\"2\" y=\"10.5\">NEW</tspan></text></g></svg></li><li class=\"header-menu-item header-quick-menu-not-login-item\"><span id=\"header-quick-menu-login\">登录/注册</span></li></ul></div></nav></header></section>\\n\\n  <!-- 搜索区域 -->\\n  <div class=\"common-page-container\" id=\"lp-search-job-box\"></div>\\n  <section id=\"lp-sider-bar-container\"></section>\\n\\n  <!-- 内链和友链 -->\\n  \\n    <section class=\"common-page-container\">\\n        <div class=\"seo-common-hot-links\">\\n            <div class=\"common-hot-links-container\" data-selector=\"common-hot-links-container\">\\n                <ul class=\"common-hot-links-tab\" data-selector=\"common-hot-links-tab\">\\n                    <li class=\"hot-links-tab-active\">热门职位</li>\\n                    <li>推荐职位</li>\\n                    <li>热门行业</li>\\n                    <li>周边城市</li>\\n                    <li>热门城市</li>\\n                    <li>其他公司</li>\\n                    <li>相关公司</li>\\n                    <li>手机版</li>\\n                </ul>\\n                <div class=\"common-hot-links-content hot-links-content-active\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/city-gz/zpwjpzzg10g2q/\" target=\"_blank\" title=\"广州五金品质主管招聘\">广州五金品质主管招聘</a><a href=\"https://www.liepin.com/city-gz/zpcbtgjl2z8w/\" target=\"_blank\" title=\"广州传播推广经理招聘\">广州传播推广经理招聘</a><a href=\"https://www.liepin.com/city-gz/zpqgwljl7z4v/\" target=\"_blank\" title=\"广州全国物流经理招聘\">广州全国物流经理招聘</a><a href=\"https://www.liepin.com/city-gz/zpqgyyzg3f3x/\" target=\"_blank\" title=\"广州全国营运主管招聘\">广州全国营运主管招聘</a><a href=\"https://www.liepin.com/city-gz/zpgmjjyy4v2c/\" target=\"_blank\" title=\"广州公募基金运营招聘\">广州公募基金运营招聘</a><a href=\"https://www.liepin.com/city-gz/zpejsczz3n6h/\" target=\"_blank\" title=\"广州二级市场作者招聘\">广州二级市场作者招聘</a><a href=\"https://www.liepin.com/city-gz/zpcxbzc8t5q/\" target=\"_blank\" title=\"广州产线班组长招聘\">广州产线班组长招聘</a><a href=\"https://www.liepin.com/city-gz/zpgwxszl9o7i/\" target=\"_blank\" title=\"广州国外销售助理招聘\">广州国外销售助理招聘</a><a href=\"https://www.liepin.com/city-gz/zpdmbqcg3x6n/\" target=\"_blank\" title=\"广州动漫版权采购招聘\">广州动漫版权采购招聘</a><a href=\"https://www.liepin.com/city-gz/zpzlgljl2v7y/\" target=\"_blank\" title=\"广州专利管理经理招聘\">广州专利管理经理招聘</a><a href=\"https://www.liepin.com/city-gz/zpcpbzzj7e9v/\" target=\"_blank\" title=\"广州产品标准专家招聘\">广州产品标准专家招聘</a><a href=\"https://www.liepin.com/city-gz/zpgzzzc5a1v/\" target=\"_blank\" title=\"广州公猪站站长招聘\">广州公猪站站长招聘</a><a href=\"https://www.liepin.com/city-gz/zpsyhpxs1z1d/\" target=\"_blank\" title=\"广州商业化培训师招聘\">广州商业化培训师招聘</a><a href=\"https://www.liepin.com/city-gz/zpwmhdyy4u3n/\" target=\"_blank\" title=\"广州外卖活动运营招聘\">广州外卖活动运营招聘</a><a href=\"https://www.liepin.com/city-gz/zpgzhszy8d8y/\" target=\"_blank\" title=\"广州工资核算专员招聘\">广州工资核算专员招聘</a><a href=\"https://www.liepin.com/city-gz/zpthyyjl3t1q/\" target=\"_blank\" title=\"广州投后运营经理招聘\">广州投后运营经理招聘</a><a href=\"https://www.liepin.com/city-gz/zptbfwzy1b10f/\" target=\"_blank\" title=\"广州投并法务专员招聘\">广州投并法务专员招聘</a><a href=\"https://www.liepin.com/city-gz/zpxyyjy4v7f/\" target=\"_blank\" title=\"广州新药研究员招聘\">广州新药研究员招聘</a><a href=\"https://www.liepin.com/city-gz/zpwjcgcs3t9r/\" target=\"_blank\" title=\"广州外检测工程师招聘\">广州外检测工程师招聘</a><a href=\"https://www.liepin.com/city-gz/zpybxsyy8a9z/\" target=\"_blank\" title=\"广州延保销售运营招聘\">广州延保销售运营招聘</a><a href=\"https://www.liepin.com/city-gz/zpxqdtf8w1m/\" target=\"_blank\" title=\"广州新渠道投放招聘\">广州新渠道投放招聘</a><a href=\"https://www.liepin.com/city-gz/zpzznrbj1e8j/\" target=\"_blank\" title=\"广州杂志内容编辑招聘\">广州杂志内容编辑招聘</a><a href=\"https://www.liepin.com/city-gz/zpmjqgsf5f1z/\" target=\"_blank\" title=\"广州模具钳工师付招聘\">广州模具钳工师付招聘</a><a href=\"https://www.liepin.com/city-gz/zpxflly9r7x/\" target=\"_blank\" title=\"广州消防联络员招聘\">广州消防联络员招聘</a><a href=\"https://www.liepin.com/city-gz/zpyhccyy2h7p/\" target=\"_blank\" title=\"广州用户成长运营招聘\">广州用户成长运营招聘</a><a href=\"https://www.liepin.com/city-gz/zpwjcpzj7n7j/\" target=\"_blank\" title=\"广州玩具产品专家招聘\">广州玩具产品专家招聘</a><a href=\"https://www.liepin.com/city-gz/zpsjghjl6m10n/\" target=\"_blank\" title=\"广州视觉规划经理招聘\">广州视觉规划经理招聘</a><a href=\"https://www.liepin.com/city-gz/zpjhbfbc4i9p/\" target=\"_blank\" title=\"广州计划部副部长招聘\">广州计划部副部长招聘</a><a href=\"https://www.liepin.com/city-gz/zpsxbfzj10r7n/\" target=\"_blank\" title=\"广州生信部副总监招聘\">广州生信部副总监招聘</a><a href=\"https://www.liepin.com/city-gz/zpjgyyjl1n5v/\" target=\"_blank\" title=\"广州监管运营经理招聘\">广州监管运营经理招聘</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/city-gz/career/wangzhanyingyun/\" target=\"_blank\" title=\"广州网站营运管理招聘\">广州网站营运管理招聘</a><a href=\"https://www.liepin.com/city-gz/career/qichehuanzhuanggongchengshi/\" target=\"_blank\" title=\"广州汽车焊装工程师招聘\">广州汽车焊装工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/jixiechanpinguihuadf/\" target=\"_blank\" title=\"广州机械产品规划招聘\">广州机械产品规划招聘</a><a href=\"https://www.liepin.com/city-gz/career/shengwuxinxi/\" target=\"_blank\" title=\"广州生物信息工程师招聘\">广州生物信息工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/170197/\" target=\"_blank\" title=\"广州建筑制图/绘图师招聘\">广州建筑制图/绘图师招聘</a><a href=\"https://www.liepin.com/city-gz/career/yixuejingli/\" target=\"_blank\" title=\"广州医学经理/专员招聘\">广州医学经理/专员招聘</a><a href=\"https://www.liepin.com/city-gz/career/chanyeyuanquzhaoshangyunying/\" target=\"_blank\" title=\"广州产业/园区招商运营招聘\">广州产业/园区招商运营招聘</a><a href=\"https://www.liepin.com/city-gz/career/qt110/\" target=\"_blank\" title=\"广州其他招聘\">广州其他招聘</a><a href=\"https://www.liepin.com/city-gz/career/kuaiji/\" target=\"_blank\" title=\"广州会计招聘\">广州会计招聘</a><a href=\"https://www.liepin.com/city-gz/career/FangDiChanXiaoShouRenYuan/\" target=\"_blank\" title=\"广州房地产销售人员招聘\">广州房地产销售人员招聘</a><a href=\"https://www.liepin.com/city-gz/career/70143/\" target=\"_blank\" title=\"广州组织发展OD招聘\">广州组织发展OD招聘</a><a href=\"https://www.liepin.com/city-gz/career/gongyechanpin/\" target=\"_blank\" title=\"广州工业/产品设计招聘\">广州工业/产品设计招聘</a><a href=\"https://www.liepin.com/city-gz/career/450009/\" target=\"_blank\" title=\"广州贸易跟单招聘\">广州贸易跟单招聘</a><a href=\"https://www.liepin.com/city-gz/career/490002/\" target=\"_blank\" title=\"广州涂料研发招聘\">广州涂料研发招聘</a><a href=\"https://www.liepin.com/city-gz/career/DiaoJiuShi/\" target=\"_blank\" title=\"广州调酒师招聘\">广州调酒师招聘</a><a href=\"https://www.liepin.com/city-gz/career/xinchoujixiaozongjian/\" target=\"_blank\" title=\"广州薪酬绩效总监招聘\">广州薪酬绩效总监招聘</a><a href=\"https://www.liepin.com/city-gz/career/yingjianchanpingjinglidf/\" target=\"_blank\" title=\"广州硬件产品经理招聘\">广州硬件产品经理招聘</a><a href=\"https://www.liepin.com/city-gz/career/miandianshi/\" target=\"_blank\" title=\"广州面点师招聘\">广州面点师招聘</a><a href=\"https://www.liepin.com/city-gz/career/440005/\" target=\"_blank\" title=\"广州服装/纺织跟单招聘\">广州服装/纺织跟单招聘</a><a href=\"https://www.liepin.com/city-gz/career/lvshi/\" target=\"_blank\" title=\"广州律师招聘\">广州律师招聘</a><a href=\"https://www.liepin.com/city-gz/career/SMTgongchengshi/\" target=\"_blank\" title=\"广州SMT工程师招聘\">广州SMT工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/qixieshouhou/\" target=\"_blank\" title=\"广州器械售后/维修招聘\">广州器械售后/维修招聘</a><a href=\"https://www.liepin.com/city-gz/career/chongwuyisheng/\" target=\"_blank\" title=\"广州宠物医生招聘\">广州宠物医生招聘</a><a href=\"https://www.liepin.com/city-gz/career/lingbujiansheji/\" target=\"_blank\" title=\"广州零部件设计招聘\">广州零部件设计招聘</a><a href=\"https://www.liepin.com/city-gz/career/jingyigcs/\" target=\"_blank\" title=\"广州精益管理招聘\">广州精益管理招聘</a><a href=\"https://www.liepin.com/city-gz/career/licaijli/\" target=\"_blank\" title=\"广州理财经理招聘\">广州理财经理招聘</a><a href=\"https://www.liepin.com/city-gz/career/shijiyanfa/\" target=\"_blank\" title=\"广州试剂/IVD研发招聘\">广州试剂/IVD研发招聘</a><a href=\"https://www.liepin.com/city-gz/career/xianxiatuozhanyy/\" target=\"_blank\" title=\"广州线下拓展运营招聘\">广州线下拓展运营招聘</a><a href=\"https://www.liepin.com/city-gz/career/maoyijl/\" target=\"_blank\" title=\"广州国内贸易经理/主管招聘\">广州国内贸易经理/主管招聘</a><a href=\"https://www.liepin.com/city-gz/career/suidaogongcheng/\" target=\"_blank\" title=\"广州道桥/隧道/港口工程师招聘\">广州道桥/隧道/港口工程师招聘</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/city-gz/industry/sh/\" target=\"_blank\" title=\"广州石化招聘\">广州石化招聘</a><a href=\"https://www.liepin.com/city-gz/industry/zyjsfw/\" target=\"_blank\" title=\"广州专业技术服务招聘\">广州专业技术服务招聘</a><a href=\"https://www.liepin.com/city-gz/industry/jszp/\" target=\"_blank\" title=\"广州金属制品招聘\">广州金属制品招聘</a><a href=\"https://www.liepin.com/city-gz/industry/hb/\" target=\"_blank\" title=\"广州环保招聘\">广州环保招聘</a><a href=\"https://www.liepin.com/city-gz/industry/bgypsb/\" target=\"_blank\" title=\"广州办公用品/设备招聘\">广州办公用品/设备招聘</a><a href=\"https://www.liepin.com/city-gz/industry/jjjjdf/\" 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target=\"_blank\" title=\"广州游戏招聘\">广州游戏招聘</a><a href=\"https://www.liepin.com/city-gz/industry/yjsdsj/\" target=\"_blank\" title=\"广州云计算/大数据招聘\">广州云计算/大数据招聘</a><a href=\"https://www.liepin.com/city-gz/industry/cwsjsw/\" target=\"_blank\" title=\"广州财务/审计/税务招聘\">广州财务/审计/税务招聘</a><a href=\"https://www.liepin.com/city-gz/industry/pfls/\" target=\"_blank\" title=\"广州批发/零售招聘\">广州批发/零售招聘</a><a href=\"https://www.liepin.com/city-gz/industry/zbss/\" target=\"_blank\" title=\"广州珠宝/首饰招聘\">广州珠宝/首饰招聘</a><a href=\"https://www.liepin.com/city-gz/industry/dzsw/\" target=\"_blank\" title=\"广州电子商务招聘\">广州电子商务招聘</a><a href=\"https://www.liepin.com/city-gz/industry/yh/\" target=\"_blank\" title=\"广州银行招聘\">广州银行招聘</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/city-sz/\" target=\"_blank\" title=\"深圳招聘\">深圳招聘</a><a href=\"https://www.liepin.com/city-jieyang/\" 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title=\"上海招聘网\">上海招聘网</a><a href=\"https://www.liepin.com/city-gz/\" target=\"_blank\" title=\"广州招聘网\">广州招聘网</a><a href=\"https://www.liepin.com/city-xiamen/\" target=\"_blank\" title=\"厦门招聘网\">厦门招聘网</a><a href=\"https://www.liepin.com/city-hz/\" target=\"_blank\" title=\"杭州招聘网\">杭州招聘网</a><a href=\"https://www.liepin.com/city-zhengzhou/\" target=\"_blank\" title=\"郑州招聘网\">郑州招聘网</a><a href=\"https://www.liepin.com/city-nj/\" target=\"_blank\" title=\"南京招聘网\">南京招聘网</a><a href=\"https://www.liepin.com/city-tj/\" target=\"_blank\" title=\"天津招聘网\">天津招聘网</a><a href=\"https://www.liepin.com/city-cq/\" target=\"_blank\" title=\"重庆招聘网\">重庆招聘网</a><a href=\"https://www.liepin.com/city-cd/\" target=\"_blank\" title=\"成都招聘网\">成都招聘网</a><a href=\"https://www.liepin.com/city-suzhou/\" target=\"_blank\" title=\"苏州招聘网\">苏州招聘网</a><a href=\"https://www.liepin.com/city-shangqiu/\" target=\"_blank\" title=\"商丘招聘网\">商丘招聘网</a><a href=\"https://www.liepin.com/city-dl/\" target=\"_blank\" title=\"大连招聘网\">大连招聘网</a><a href=\"https://www.liepin.com/city-jinan/\" target=\"_blank\" title=\"济南招聘网\">济南招聘网</a><a href=\"https://www.liepin.com/city-ningbo/\" target=\"_blank\" title=\"宁波招聘网\">宁波招聘网</a><a href=\"https://www.liepin.com/city-wuxi/\" target=\"_blank\" title=\"无锡招聘网\">无锡招聘网</a><a href=\"https://www.liepin.com/city-qingdao/\" target=\"_blank\" title=\"青岛招聘网\">青岛招聘网</a><a href=\"https://www.liepin.com/city-shenyang/\" target=\"_blank\" title=\"沈阳招聘网\">沈阳招聘网</a><a href=\"https://www.liepin.com/city-taizhou/\" target=\"_blank\" title=\"台州招聘网\">台州招聘网</a><a href=\"https://www.liepin.com/city-xian/\" target=\"_blank\" title=\"西安招聘网\">西安招聘网</a><a href=\"https://www.liepin.com/city-wuhan/\" target=\"_blank\" title=\"武汉招聘网\">武汉招聘网</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/company/gs102565830/\" target=\"_blank\" title=\"广州市从化城郊波记日杂店\">广州市从化城郊波记日杂店</a><a href=\"https://www.liepin.com/company/gs90833145/\" target=\"_blank\" title=\"广州市白云矿泉德全皮革店\">广州市白云矿泉德全皮革店</a><a href=\"https://www.liepin.com/company/gs90568915/\" target=\"_blank\" title=\"广州市海珠区南华西兴兴食品店\">广州市海珠区南华西兴兴食品店</a><a href=\"https://www.liepin.com/company/gs90950856/\" target=\"_blank\" title=\"广州三元里安华汽配城恒通汽配行\">广州三元里安华汽配城恒通汽配行</a><a href=\"https://www.liepin.com/company/gs92934694/\" target=\"_blank\" title=\"石滩镇光明农副产品购销部\">石滩镇光明农副产品购销部</a><a href=\"https://www.liepin.com/company/gs102691829/\" target=\"_blank\" title=\"广州市番禺区大石长兴机械模具加工店\">广州市番禺区大石长兴机械模具加工店</a><a href=\"https://www.liepin.com/company/gs91065813/\" target=\"_blank\" title=\"广东信盛毛线店\">广东信盛毛线店</a><a href=\"https://www.liepin.com/company/gs90731820/\" target=\"_blank\" title=\"广州市天河区沙河通发服装店\">广州市天河区沙河通发服装店</a><a href=\"https://www.liepin.com/company/gs89838406/\" target=\"_blank\" title=\"广州市运输交易市场(凤和天雄)宏利托运部\">广州市运输交易市场(凤和天雄)宏利托运部</a><a href=\"https://www.liepin.com/company/gs97808262/\" target=\"_blank\" title=\"广州市天河大众玻璃工艺厂(99年转白云分局)\">广州市天河大众玻璃工艺厂(99年转白云分局)</a><a href=\"https://www.liepin.com/company/gs98246163/\" target=\"_blank\" title=\"广州楚杰家具有限公司(转黄埔分局)\">广州楚杰家具有限公司(转黄埔分局)</a><a href=\"https://www.liepin.com/company/gs92881882/\" target=\"_blank\" title=\"从化市街口绿田水果店\">从化市街口绿田水果店</a><a href=\"https://www.liepin.com/company/gs89360717/\" target=\"_blank\" title=\"广州市海珠区华福废品收购站\">广州市海珠区华福废品收购站</a><a href=\"https://www.liepin.com/company/gs89698238/\" target=\"_blank\" title=\"广州市越秀区骏业装饰材料经营部\">广州市越秀区骏业装饰材料经营部</a><a href=\"https://www.liepin.com/company/gs89774603/\" target=\"_blank\" title=\"广州市隆福汽配中心展鸿汽配行\">广州市隆福汽配中心展鸿汽配行</a><a href=\"https://www.liepin.com/company/gs54358025/\" target=\"_blank\" title=\"广东省艺苑工艺美术礼品公司\">广东省艺苑工艺美术礼品公司</a><a href=\"https://www.liepin.com/company/gs98205614/\" target=\"_blank\" title=\"广州市白云矿泉怀振服装店\">广州市白云矿泉怀振服装店</a><a href=\"https://www.liepin.com/company/gs90031902/\" target=\"_blank\" title=\"广州市东山区流行秀时装店\">广州市东山区流行秀时装店</a><a href=\"https://www.liepin.com/company/gs89551183/\" target=\"_blank\" title=\"广州市裕兴布匹辅料城新源服装配料店\">广州市裕兴布匹辅料城新源服装配料店</a><a href=\"https://www.liepin.com/company/gs91274026/\" target=\"_blank\" title=\"广州市海珠区雄安五金加工部\">广州市海珠区雄安五金加工部</a><a href=\"https://www.liepin.com/company/gs102780578/\" target=\"_blank\" title=\"广州市番禺区大石何记川味馆\">广州市番禺区大石何记川味馆</a><a href=\"https://www.liepin.com/company/gs90776865/\" target=\"_blank\" title=\"广州市运输交易市场(奥邦)江南货运部\">广州市运输交易市场(奥邦)江南货运部</a><a href=\"https://www.liepin.com/company/gs56081201/\" target=\"_blank\" title=\"香港粵旺國際集團有限公司\">香港粵旺國際集團有限公司</a><a href=\"https://www.liepin.com/company/gs82762400/\" target=\"_blank\" title=\"清远力神保健品有限公司广州办事处\">清远力神保健品有限公司广州办事处</a><a href=\"https://www.liepin.com/company/gs90002051/\" target=\"_blank\" title=\"广州经济技术开发区陈记五金白铁店\">广州经济技术开发区陈记五金白铁店</a><a href=\"https://www.liepin.com/company/gs90247371/\" target=\"_blank\" title=\"广州市东山区星之光家电市场晨曦电器店\">广州市东山区星之光家电市场晨曦电器店</a><a href=\"https://www.liepin.com/company/gs98362089/\" target=\"_blank\" title=\"广州市花都区新华彩红果冰室\">广州市花都区新华彩红果冰室</a><a href=\"https://www.liepin.com/company/gs92917744/\" target=\"_blank\" title=\"广州市增城仁欣商店\">广州市增城仁欣商店</a><a href=\"https://www.liepin.com/company/gs9426234/\" target=\"_blank\" title=\"广州御银自动柜员机技术有限公司\">广州御银自动柜员机技术有限公司</a><a href=\"https://www.liepin.com/company/gs93136254/\" target=\"_blank\" title=\"广州市萝岗区意和百货商店\">广州市萝岗区意和百货商店</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/company/13055283/\" target=\"_blank\" title=\"东莞市友顺人力资源有限公司\">东莞市友顺人力资源有限公司</a><a href=\"https://www.liepin.com/company/9633956/\" target=\"_blank\" title=\"广州赢赢信息科技有限公司\">广州赢赢信息科技有限公司</a><a href=\"https://www.liepin.com/company/10017523/\" target=\"_blank\" title=\"广州山水网络科技有限公司\">广州山水网络科技有限公司</a><a href=\"https://www.liepin.com/company/8096412/\" target=\"_blank\" title=\"广州兰简贸易有限公司\">广州兰简贸易有限公司</a><a href=\"https://www.liepin.com/company/7919995/\" target=\"_blank\" title=\"广州市雕宝数控设备有限公司\">广州市雕宝数控设备有限公司</a><a href=\"https://www.liepin.com/company/9090803/\" target=\"_blank\" title=\"广东富怡实业集团有限公司\">广东富怡实业集团有限公司</a><a href=\"https://www.liepin.com/company/8186625/\" target=\"_blank\" title=\"广东劲翔金卡有限公司\">广东劲翔金卡有限公司</a><a href=\"https://www.liepin.com/company/8514171/\" target=\"_blank\" title=\"广东佳莱投资控股有限公司\">广东佳莱投资控股有限公司</a><a href=\"https://www.liepin.com/company/7978438/\" target=\"_blank\" title=\"人印股份\">人印股份</a><a href=\"https://www.liepin.com/company/12773709/\" target=\"_blank\" title=\"滨洋国际\">滨洋国际</a><a href=\"https://www.liepin.com/company/12912579/\" target=\"_blank\" title=\"魂起网络\">魂起网络</a><a href=\"https://www.liepin.com/company/7985619/\" target=\"_blank\" title=\"锐博生物\">锐博生物</a><a href=\"https://www.liepin.com/company/9232634/\" target=\"_blank\" title=\"广州学人文化传媒有限公司\">广州学人文化传媒有限公司</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://m.liepin.com/gz/zhaopin/\" target=\"_blank\" title=\"广州招聘\">广州招聘</a>\\n                </div>\\n            </div>\\n            \\n            <div class=\"common-current-position\">\\n                <div class=\"row-label\">当前位置：</div>\\n                <div class=\"row-content\" >\\n                    \\n                        <a href=\"https://www.liepin.com/city-gz/\">广州招聘网</a> <span>></span>\\n                    \\n                        <a href=\"https://www.liepin.com/city-gz/zhaopin/?scene=seo\">广州招聘信息</a> \\n                    \\n                </div>\\n            </div>\\n        </div>\\n    </section>\\n\\n  \\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/polyfill-vendors.59bbc6e9.js\"></script>\\n    <script 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     "execution_count": 2,
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   "source": [
    "r.text"
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  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b8958826",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'comp': {'compId': 13307101,\n",
       "      'compIndustry': '电力/热力/燃气/水务',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '6340de1e5f464d5d08fe1c8708u.png',\n",
       "      'compName': '汇耀品尚能源科技(广州)有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/13307101/'},\n",
       "     'job': {'labels': ['云计算', '产品规划', '产品设计', '用户研究', '产品优化', '交互设计'],\n",
       "      'title': '产品经理（光伏智慧运维）',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230331093634',\n",
       "      'advViewFlag': True,\n",
       "      'jobId': '57140163',\n",
       "      'salary': '20-25k·13薪',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': True,\n",
       "      'link': 'https://www.liepin.com/job/1957140163.shtml',\n",
       "      'requireWorkYears': '10年以上',\n",
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       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '简先生',\n",
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       "    {'comp': {'compId': 10038835,\n",
       "      'compIndustry': '电子商务',\n",
       "      'compLogo': '5ff410cdbebf7311a41e70d804u.png',\n",
       "      'compName': '舒客电商',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10038835/'},\n",
       "     'job': {'labels': ['电子商务',\n",
       "       '批发/零售',\n",
       "       '消费品',\n",
       "       '需求分析',\n",
       "       '产品设计',\n",
       "       '团队管理',\n",
       "       '产品规划',\n",
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       "       '数据分析'],\n",
       "      'title': 'IT产品经理',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230328141102',\n",
       "      'advViewFlag': True,\n",
       "      'jobId': '57350125',\n",
       "      'salary': '12-20k',\n",
       "      'dq': '广州-白云区',\n",
       "      'topJob': True,\n",
       "      'link': 'https://www.liepin.com/job/1957350125.shtml',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '罗女士',\n",
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       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2257350125%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 12433405,\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '64143f2fafb57c0e7d52a8ac06u.png',\n",
       "      'compName': '图索骏',\n",
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       "      'link': 'https://www.liepin.com/company/12433405/'},\n",
       "     'job': {'labels': ['跨境电商', '采购', '需求挖掘', '数据分析', '需求调研', '市场调研'],\n",
       "      'title': '产品开发专员',\n",
       "      'jobKind': '2',\n",
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       "      'link': 'https://www.liepin.com/job/1957085751.shtml',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterName': '许女士',\n",
       "      'recruiterTitle': '总经理',\n",
       "      'imId': 'ad9947521eb14d9d0d918dead5f37c60',\n",
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       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2257085751%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 8112968,\n",
       "      'compIndustry': '贸易/进出口',\n",
       "      'compLogo': '6274ee6d04a5ff469b10880402u.png',\n",
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       "      'link': 'https://www.liepin.com/company/8112968/'},\n",
       "     'job': {'labels': ['英语',\n",
       "       '市场推广',\n",
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       "       '渠道策划',\n",
       "       '市场策划',\n",
       "       '市场调研分析',\n",
       "       '乙方公司背景',\n",
       "       'to B',\n",
       "       '大客户',\n",
       "       '无销售性质'],\n",
       "      'title': '产品经理（化妆品原料）/Product Manager',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'recruiter': {'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR Specialist',\n",
       "      'imId': '0ce6f53a162e27cc9427b88c78d2ff1f',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"imUserType\":\"2\",\"jobId\":\"50965433\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2250965433%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 9491766,\n",
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       "      'compName': '文远知行WeRide',\n",
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       "       '产品设计',\n",
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       "      'title': '自动驾驶产品经理（PM）',\n",
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       "    {'comp': {'compId': 9491766,\n",
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       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '侯先生',\n",
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       "    {'comp': {'compIndustry': '房地产/建筑',\n",
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       "     'job': {'labels': [],\n",
       "      'title': '产品经理 product manager（-智能锁）地点可灵活',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '翟先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'imId': 'de7228c2f58c9da399f9cacb8148e1ff',\n",
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       "    {'comp': {'compIndustry': '机械/设备',\n",
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       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
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       "     'job': {'labels': ['商业产品',\n",
       "       '策略产品',\n",
       "       '定价/竞价产品',\n",
       "       '制造业',\n",
       "       '家电行业',\n",
       "       '房地产行业',\n",
       "       '产品规划',\n",
       "       '产品设计',\n",
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       "       '用户研究'],\n",
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       "      'link': 'https://www.liepin.com/a/44053277.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=7',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '谌女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'imId': 'd874c5f87567784901ab80e4a8b96567',\n",
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       "    {'comp': {'compId': 8916227,\n",
       "      'compIndustry': '医疗器械',\n",
       "      'compLogo': '5c0dfd9f570cb120f184080203u.jpg',\n",
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       "      'link': 'https://www.liepin.com/company/8916227/'},\n",
       "     'job': {'labels': [],\n",
       "      'title': 'Product Sales Manager MR 产品销售经理 广州',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230303234707',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '56689685',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '广州-越秀区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1956689685.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=8',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '翁女士',\n",
       "      'recruiterTitle': 'Recruiter-Talent Acquisition',\n",
       "      'imId': '8595d9ba8d1a1a2d801c17c79e240538',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'f08748e81b3b0757d734fc6b171fa589',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"recruiterName\":\"翁女士\",\"imId\":\"8595d9ba8d1a1a2d801c17c79e240538\",\"imUserType\":\"2\",\"jobId\":\"56689685\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2256689685%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 9261638,\n",
       "      'compIndustry': '培训服务',\n",
       "      'compLogo': '62567f498e9e614d7d6d83c506u.png',\n",
       "      'compName': '优谷朗读',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/9261638/'},\n",
       "     'job': {'labels': ['产品规划', '创新能力', '策划能力', '项目管理能力'],\n",
       "      'title': '产品经理',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230228173210',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '50626893',\n",
       "      'salary': '15-25k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1950626893.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=9',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '邝女士',\n",
       "      'recruiterTitle': '人力资源',\n",
       "      'imId': '610f311598231391e37b0b202b2adc1c',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '1d1306af21a992d8bdd67167af3b53f0',\n",
       "      'recruiterPhoto': '595f31937032648741b616b905a.png'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"1d1306af21a992d8bdd67167af3b53f0\",\"recruiterName\":\"邝女士\",\"imId\":\"610f311598231391e37b0b202b2adc1c\",\"imUserType\":\"2\",\"jobId\":\"50626893\",\"recruiterPhoto\":\"595f31937032648741b616b905a.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2250626893%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compIndustry': '食品/饮料/酒水',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某国内大型食品/饮料/日化公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': ''},\n",
       "     'job': {'labels': ['web端产品'],\n",
       "      'title': 'AI应用产品经理/港资企业正编/双休WLB',\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230306145244',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '44113675',\n",
       "      'salary': '15-24k·13薪',\n",
       "      'dq': '广州-白云区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/44113675.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=10',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '曾女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'imId': '7908151abdbef12e2efebeb7f272cb14',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'ef813c13d17ddf72662825202deeb056',\n",
       "      'recruiterPhoto': '62c6abbf1551f613ff3fa49a08u.png'},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"recruiterName\":\"曾女士\",\"imId\":\"7908151abdbef12e2efebeb7f272cb14\",\"imUserType\":\"2\",\"jobId\":\"44113675\",\"recruiterPhoto\":\"62c6abbf1551f613ff3fa49a08u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2244113675%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 873330,\n",
       "      'compIndustry': '日化',\n",
       "      'compLogo': '54d1e9c6712e7147fd813b3801a.png',\n",
       "      'compName': '广州宝洁有限公司',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/873330/'},\n",
       "     'job': {'labels': ['to C', '电子商务', '消费品'],\n",
       "      'title': 'eWMS产品经理',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230329163039',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '57001973',\n",
       "      'salary': '20-40k·14薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957001973.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '冯先生',\n",
       "      'recruiterTitle': 'Recruiter',\n",
       "      'imId': 'fadfc2ceb1f0029d4ad85438c465a917',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'f7de5de3cbf7fd89b9bfda7f445931e2',\n",
       "      'recruiterPhoto': '63a9534728c57209b0f4aa0505u.png'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"recruiterName\":\"冯先生\",\"imId\":\"fadfc2ceb1f0029d4ad85438c465a917\",\"imUserType\":\"2\",\"jobId\":\"57001973\",\"recruiterPhoto\":\"63a9534728c57209b0f4aa0505u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2257001973%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 8141158,\n",
       "      'compIndustry': '生活服务O2O',\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '5bfe9a1174719df0ac99c21603a.png',\n",
       "      'compName': '大搜车',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/8141158/'},\n",
       "     'job': {'labels': ['需求分析', 'DMS'],\n",
       "      'title': '产品经理',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20210526145954',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '35275733',\n",
       "      'salary': '15-30k',\n",
       "      'dq': '广州-南沙区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1935275733.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'imId': 'a10d5dbe8abae611f4067025f1d6ce6f',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '62002bf21a6fb47c2d81fe938fab39cb',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"62002bf21a6fb47c2d81fe938fab39cb\",\"recruiterName\":\"陈女士\",\"imId\":\"a10d5dbe8abae611f4067025f1d6ce6f\",\"imUserType\":\"2\",\"jobId\":\"35275733\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2235275733%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compIndustry': '医疗器械',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某上海大型医疗器械公司',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': ''},\n",
       "     'job': {'labels': [],\n",
       "      'title': '产品销售经理-广州',\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230330101309',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '43492441',\n",
       "      'salary': '20-40k·16薪',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/43492441.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=13',\n",
       "      'requireEduLevel': '学历不限'},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'imId': '985c18edc2b4008b04612e645251413c',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'b61494f006ea807945c2c8b358b10fa1',\n",
       "      'recruiterPhoto': '5f8fa3bdea60860b75385c7e08u.png'},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"recruiterName\":\"陈女士\",\"imId\":\"985c18edc2b4008b04612e645251413c\",\"imUserType\":\"2\",\"jobId\":\"43492441\",\"recruiterPhoto\":\"5f8fa3bdea60860b75385c7e08u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2243492441%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 8263553,\n",
       "      'compIndustry': '医疗器械',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '6411407107f9ed0de309c64908u.png',\n",
       "      'compName': '深圳巨烽',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/8263553/'},\n",
       "     'job': {'labels': ['手术器械', '医院器械', '区域销售'],\n",
       "      'title': '销售经理（手术室产品线）',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230323153105',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '57238015',\n",
       "      'salary': '8-16k',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957238015.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterName': '熊女士',\n",
       "      'recruiterTitle': '',\n",
       "      'imId': 'c73c8a1636080c1dccf79dbc9e75a66a',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '6f5c6868d12f7615bcf06ba073a9b02e',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"6f5c6868d12f7615bcf06ba073a9b02e\",\"recruiterName\":\"熊女士\",\"imId\":\"c73c8a1636080c1dccf79dbc9e75a66a\",\"imUserType\":\"2\",\"jobId\":\"57238015\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2257238015%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 8506529,\n",
       "      'compIndustry': '医疗器械',\n",
       "      'compLogo': '5952237b7032381b6822192505a.jpg',\n",
       "      'compName': '丹纳赫',\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': 'https://www.liepin.com/company/8506529/'},\n",
       "     'job': {'labels': [],\n",
       "      'title': 'Automation Product Manager',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230314115502',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '56876529',\n",
       "      'salary': '20-40k·13薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1956876529.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '王女士',\n",
       "      'recruiterTitle': '人力资源专员',\n",
       "      'imId': '24c1cab13ef9bc2e801c17c79e240538',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"recruiterName\":\"王女士\",\"imId\":\"24c1cab13ef9bc2e801c17c79e240538\",\"imUserType\":\"2\",\"jobId\":\"56876529\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2256876529%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 9491766,\n",
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       "      'compStage': 'C轮',\n",
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       "      'compName': '文远知行WeRide',\n",
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       "      'link': 'https://www.liepin.com/company/9491766/'},\n",
       "     'job': {'labels': ['汽车行业', '用户研究', '需求分析', '市场调研', '产品设计', '产品规划'],\n",
       "      'title': '自动驾驶（硬件）产品经理',\n",
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       "      'link': 'https://www.liepin.com/job/1957223711.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=16',\n",
       "      'requireEduLevel': '本科'},\n",
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       "    {'comp': {'compIndustry': '互联网',\n",
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       "      'compName': '某广州互联网公司',\n",
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       "     'job': {'labels': ['软件开发'],\n",
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       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '邓先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "    {'comp': {'compId': 12773635,\n",
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       "     'job': {'labels': [],\n",
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       "      'requireEduLevel': '统招本科'},\n",
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       "    {'comp': {'compId': 9283329,\n",
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       "    {'comp': {'compId': 7863327,\n",
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       "      'dq': '广州-天河区',\n",
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       "      'link': 'https://www.liepin.com/job/1956295007.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=22',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '黎先生',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'imId': 'beff7093463e459a613348042573671f',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"recruiterName\":\"黎先生\",\"imId\":\"beff7093463e459a613348042573671f\",\"imUserType\":\"2\",\"jobId\":\"56295007\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2256295007%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 7932064,\n",
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       "      'compName': '广东环凯微生物科技有限公司',\n",
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       "      'link': 'https://www.liepin.com/company/7932064/'},\n",
       "     'job': {'labels': [],\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=23',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
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       "      'imId': '18f5af2ced812a43d6a9d1214a39013b',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"recruiterName\":\"陈女士\",\"imId\":\"18f5af2ced812a43d6a9d1214a39013b\",\"imUserType\":\"2\",\"jobId\":\"35923437\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2235923437%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 2664546,\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compStage': '其他',\n",
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       "     'job': {'labels': [],\n",
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       "     'recruiter': {'recruiterName': '张先生',\n",
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       "    {'comp': {'compId': 3504489,\n",
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       "     'job': {'labels': ['IT互联网', '用户研究', '产品规划', '产品设计', '需求挖掘', '需求分析'],\n",
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       "    {'comp': {'compId': 13032765,\n",
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       "      'requireEduLevel': '本科'},\n",
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       "    {'comp': {'compId': 13032765,\n",
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       "    {'comp': {'compId': 9106540,\n",
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       "    {'comp': {'compIndustry': '计算机软件',\n",
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       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '知名国际外资银行',\n",
       "      'compScale': '10000人以上',\n",
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       "     'job': {'labels': ['to C',\n",
       "       'web端产品',\n",
       "       'H5端产品',\n",
       "       '移动端产品',\n",
       "       '小程序产品',\n",
       "       '市场调研',\n",
       "       '产品规划',\n",
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       "       '需求分析',\n",
       "       '英文流利'],\n",
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       "      'advViewFlag': False,\n",
       "      'jobId': '43622307',\n",
       "      'salary': '30-40k·14薪',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/43622307.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=29',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '祝女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'imId': 'f1134c5f4a7c7670351ff05530f680dd',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '1ad2cf562c001bbe4e49686d8d791d0a',\n",
       "      'recruiterPhoto': '62cbddc0387f9734984ccb3106u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"1ad2cf562c001bbe4e49686d8d791d0a\",\"recruiterName\":\"祝女士\",\"imId\":\"f1134c5f4a7c7670351ff05530f680dd\",\"imUserType\":\"2\",\"jobId\":\"43622307\",\"recruiterPhoto\":\"62cbddc0387f9734984ccb3106u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2243622307%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 873330,\n",
       "      'compIndustry': '日化',\n",
       "      'compLogo': '54d1e9c6712e7147fd813b3801a.png',\n",
       "      'compName': '广州宝洁有限公司',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/873330/'},\n",
       "     'job': {'labels': ['供应链产品', '电商产品', 'ERP产品', '中台产品', '消费品', 'to C'],\n",
       "      'title': 'eWMS Product Manager',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230329165318',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '54145433',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1954145433.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=30',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '杜先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'imId': '0d2213fbc6520bd4e4cd5c055e1e05ce',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'cd24cb737616cf6b537f73a32e6c2ba3',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"recruiterName\":\"杜先生\",\"imId\":\"0d2213fbc6520bd4e4cd5c055e1e05ce\",\"imUserType\":\"2\",\"jobId\":\"54145433\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2254145433%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 7932064,\n",
       "      'compIndustry': '制药',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfe8edd74719d35745a548603a.png',\n",
       "      'compName': '广东环凯微生物科技有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/7932064/'},\n",
       "     'job': {'labels': ['生物工程', '微生物研究', '试剂', '制药企业', '生物企业'],\n",
       "      'title': '微生物检测产品经理（制药或食品行业方向）',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230329131712',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '48554057',\n",
       "      'salary': '15-20k·20薪',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1948554057.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=31',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '',\n",
       "      'imId': '767685575712890413dd84912f51618a',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '0f80a6460fa3a5f3c33c5fd0dac95307',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"recruiterName\":\"陈女士\",\"imId\":\"767685575712890413dd84912f51618a\",\"imUserType\":\"2\",\"jobId\":\"48554057\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2248554057%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 9660700,\n",
       "      'compIndustry': '互联网',\n",
       "      'compLogo': '5f30a76e556e7a7b1280cc3006u.png',\n",
       "      'compName': '嫚熙控股(广州)有限公司',\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/9660700/'},\n",
       "     'job': {'labels': ['品牌策划'],\n",
       "      'title': '产品策划经理',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230322100223',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '55992453',\n",
       "      'salary': '15-25k',\n",
       "      'dq': '广州-白云区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1955992453.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '郑先生',\n",
       "      'recruiterTitle': 'HRM',\n",
       "      'imId': 'ecb69f58b8af2fa07bed4a56d1662c8b',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '71e39b9fa38c7913909ac669ef10aa84',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"recruiterName\":\"郑先生\",\"imId\":\"ecb69f58b8af2fa07bed4a56d1662c8b\",\"imUserType\":\"2\",\"jobId\":\"55992453\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2255992453%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compIndustry': '计算机软件',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某计算机软件公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': ''},\n",
       "     'job': {'labels': [],\n",
       "      'title': '知名IT咨询公司-BA/IT PM',\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230321145348',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '42772069',\n",
       "      'salary': '30-50k·13薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/42772069.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'imId': 'a79f7b64a36668859f90a7bcfdb96d0e',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'd00d1e145bb4831b273bd86fdf4c592f',\n",
       "      'recruiterPhoto': '5eca11cc15b5366045c4aa8404u.png'},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"d00d1e145bb4831b273bd86fdf4c592f\",\"recruiterName\":\"陈女士\",\"imId\":\"a79f7b64a36668859f90a7bcfdb96d0e\",\"imUserType\":\"2\",\"jobId\":\"42772069\",\"recruiterPhoto\":\"5eca11cc15b5366045c4aa8404u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2242772069%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compIndustry': '食品/饮料/酒水',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州大型食品/饮料/酒水公司',\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': ''},\n",
       "     'job': {'labels': [],\n",
       "      'title': 'Product Manager',\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230208175714',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '43309883',\n",
       "      'salary': '30-40k·13薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/43309883.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '陆女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'imId': '50fe96bee43de82980764db4dc5d059d',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '7829c0aa95f568cada116b3e040ec67e',\n",
       "      'recruiterPhoto': '62fe2d4a95ee1c041432be7a05u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"recruiterName\":\"陆女士\",\"imId\":\"50fe96bee43de82980764db4dc5d059d\",\"imUserType\":\"2\",\"jobId\":\"43309883\",\"recruiterPhoto\":\"62fe2d4a95ee1c041432be7a05u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2243309883%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 8361671,\n",
       "      'compIndustry': '互联网',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5ed700f4ec4db462f82e4ddf01u.png',\n",
       "      'compName': '上海汉得信息技术股份有限公司',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8361671/'},\n",
       "     'job': {'labels': ['CRM软件',\n",
       "       '软件行业',\n",
       "       '信息化项目',\n",
       "       '售前支持',\n",
       "       '咨询项目',\n",
       "       '服务业',\n",
       "       '批发/零售',\n",
       "       '化工行业',\n",
       "       'IT/互联网/软件',\n",
       "       'CRM系统'],\n",
       "      'title': 'CRM实施顾问&项目经理PM(J12971)',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230329180701',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '57403583',\n",
       "      'salary': '11-22k',\n",
       "      'dq': '广州-番禺区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957403583.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '俞女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'imId': '927752d28c878e66e4cd5c055e1e05ce',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '77ca96ebd1c0d4c9b55b81912526b943',\n",
       "      'recruiterPhoto': '601baaab60c8320221e3c1d902u.png'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"recruiterName\":\"俞女士\",\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"imUserType\":\"2\",\"jobId\":\"57403583\",\"recruiterPhoto\":\"601baaab60c8320221e3c1d902u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2257403583%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 8598051,\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compLogo': '59029b747032a701b89b8b7a04a.jpg',\n",
       "      'compName': '上海华钦信息科技股份有限公司',\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/8598051/'},\n",
       "     'job': {'labels': ['PM', '金融行业', '金融理财/贷款', '敏捷管理', 'PMP'],\n",
       "      'title': 'PM',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230324093022',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '50173893',\n",
       "      'salary': '17-30k·13薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1950173893.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'imId': '96080c821aff5629f19be04c8fd8e210',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'a3c89b1765f955f21481c55033648d88',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"recruiterName\":\"刘女士\",\"imId\":\"96080c821aff5629f19be04c8fd8e210\",\"imUserType\":\"2\",\"jobId\":\"50173893\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2250173893%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 803274,\n",
       "      'compIndustry': '游戏',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5ff42565bebf7311a41e860005u.png',\n",
       "      'compName': '广州百田',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/803274/'},\n",
       "     'job': {'labels': ['产品优化', '二次元在研', '项目管理'],\n",
       "      'title': '项目发行PM（二次元） (MJ000855)',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20220928174530',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '48905275',\n",
       "      'salary': '20-28k·13薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1948905275.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '唐女士',\n",
       "      'recruiterTitle': '',\n",
       "      'imId': '9e5b45289ab5581e337193710fe42056',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '69bf0604ae10eb243f03c06e2c7db374',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"recruiterName\":\"唐女士\",\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"imUserType\":\"2\",\"jobId\":\"48905275\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2248905275%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 6629285,\n",
       "      'compIndustry': 'IT服务',\n",
       "      'compLogo': '5bfea15d74719d2aa34c24f803a.png',\n",
       "      'compName': '恩梯梯数据(中国)',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/6629285/'},\n",
       "     'job': {'labels': [],\n",
       "      'title': '数字营销PM',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20200728103437',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '23154709',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1923154709.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'Consultant',\n",
       "      'imId': 'b76b2be27ab4a4746042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterName\":\"刘女士\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobId\":\"23154709\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2223154709%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'comp': {'compId': 6629285,\n",
       "      'compIndustry': 'IT服务',\n",
       "      'compLogo': '5bfea15d74719d2aa34c24f803a.png',\n",
       "      'compName': '恩梯梯数据(中国)',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/6629285/'},\n",
       "     'job': {'labels': ['增长产品'],\n",
       "      'title': '活动PM',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20210615114605',\n",
       "      'advViewFlag': False,\n",
       "      'jobId': '25415919',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1925415919.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&fkId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&ckId=m065srdn5wg9f4btbtsk6l5i28mm3ia9&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'Consultant',\n",
       "      'imId': 'b76b2be27ab4a4746042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterName\":\"刘女士\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobId\":\"25415919\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22fkId%22%3A%22m065srdn5wg9f4btbtsk6l5i28mm3ia9%22%2C%22jobId%22%3A%2225415919%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}],\n",
       "   'compList': []},\n",
       "  'pagination': {'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'currentPage': 0,\n",
       "   'totalCounts': 805,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'm065srdn5wg9f4btbtsk6l5i28mm3ia9',\n",
       "   'scene': 'input',\n",
       "   'skId': 'm065srdn5wg9f4btbtsk6l5i28mm3ia9',\n",
       "   'fkId': 'm065srdn5wg9f4btbtsk6l5i28mm3ia9'}}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "80e9adb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "sel = 'div.jsx-2297469327.job-card-pc-container'\n",
    "contents = r.html.find(sel)\n",
    "title = []\n",
    "\n",
    "for content in contents:\n",
    "    print(content.text.split('\\n'))    "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0b3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "728px",
    "left": "125px",
    "top": "111.141px",
    "width": "350.391px"
   },
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
